{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Univariate time series classification with sktime\n",
    "\n",
    "In this notebook, we will use sktime for univariate time series classification. Here, we have a single time series variable and an associated label for multiple instances. The goal is to find a classifier that can learn the relationship between time series and label and accurately predict the label of new series.\n",
    "\n",
    "When you have multiple time series variables and want to learn the relationship between them and a label, you can take a look at our [multivariate time series classification notebook](https://github.com/alan-turing-institute/sktime/blob/master/examples/03_classification_multivariate.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:50.949773Z",
     "iopub.status.busy": "2020-12-19T14:28:50.949208Z",
     "iopub.status.idle": "2020-12-19T14:28:51.852531Z",
     "shell.execute_reply": "2020-12-19T14:28:51.853062Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from sktime.classification.compose import TimeSeriesForestClassifier\n",
    "from sktime.datasets import load_arrow_head\n",
    "from sktime.utils.slope_and_trend import _slope"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data\n",
    "\n",
    "In this notebook, we use the [arrow head problem](https://timeseriesclassification.com/description.php?Dataset=ArrowHead).\n",
    "\n",
    "The arrowhead dataset consists of outlines of the images of arrow heads. The classification of projectile points is an important topic in anthropology. The classes are based on shape distinctions such as the presence and location of a notch in the arrow.\n",
    "\n",
    "<img src=\"./img/arrow-heads.png\" width=\"400\" alt=\"arrow heads\">\n",
    "\n",
    "The shapes of the projectile points are converted into a sequence using the angle-based method as described in this [blog post](https://izbicki.me/blog/converting-images-into-time-series-for-data-mining.html) about converting images into time series for data mining.\n",
    "\n",
    "<img src=\"./img/from-shapes-to-time-series.png\" width=\"400\" alt=\"from shapes to time series\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data representation\n",
    "Throughout sktime, the expected data format is a `pd.DataFrame`, but in a slightly unusual format. A single column can contain not only primitives (floats, integers or strings), but also entire time series in form of a `pd.Series` or `np.array`.\n",
    "\n",
    "For more details on our choice of data container, see this [wiki entry](https://github.com/alan-turing-institute/sktime/wiki/Time-series-data-container)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:51.857217Z",
     "iopub.status.busy": "2020-12-19T14:28:51.856753Z",
     "iopub.status.idle": "2020-12-19T14:28:51.902485Z",
     "shell.execute_reply": "2020-12-19T14:28:51.902987Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(158, 1) (158,) (53, 1) (53,)\n"
     ]
    }
   ],
   "source": [
    "X, y = load_arrow_head(return_X_y=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
    "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:51.912290Z",
     "iopub.status.busy": "2020-12-19T14:28:51.911787Z",
     "iopub.status.idle": "2020-12-19T14:28:51.918862Z",
     "shell.execute_reply": "2020-12-19T14:28:51.919357Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>dim_0</th>\n",
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       "                                                 dim_0\n",
       "25   0     -1.6320\n",
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       "3   ..."
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     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# univariate time series input data\n",
    "X_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:51.922709Z",
     "iopub.status.busy": "2020-12-19T14:28:51.922222Z",
     "iopub.status.idle": "2020-12-19T14:28:51.923972Z",
     "shell.execute_reply": "2020-12-19T14:28:51.924468Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['0' '1' '2'] [60 54 44]\n"
     ]
    }
   ],
   "source": [
    "# binary target variable\n",
    "labels, counts = np.unique(y_train, return_counts=True)\n",
    "print(labels, counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:51.942806Z",
     "iopub.status.busy": "2020-12-19T14:28:51.942283Z",
     "iopub.status.idle": "2020-12-19T14:28:52.118000Z",
     "shell.execute_reply": "2020-12-19T14:28:52.118495Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Example time series'), Text(0.5, 0, 'Time')]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "for label in labels:\n",
    "    X_train.loc[y_train == label, \"dim_0\"].iloc[0].plot(ax=ax, label=f\"class {label}\")\n",
    "plt.legend()\n",
    "ax.set(title=\"Example time series\", xlabel=\"Time\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Why not just use scikit-learn?\n",
    "\n",
    "We can still use scikit-learn, but using scikit-learn comes with some implicit modelling choices.\n",
    "\n",
    "### Reduction: from time-series classification to tabular classification\n",
    "\n",
    "To use scikit-learn, we have to convert the data into the required tabular format. There are different ways we can do that:\n",
    "\n",
    "#### Treating time points as separate features (tabularisation)\n",
    "Alternatively, we could bin and aggregate observations in time bins of different length."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:52.126134Z",
     "iopub.status.busy": "2020-12-19T14:28:52.125631Z",
     "iopub.status.idle": "2020-12-19T14:28:52.143425Z",
     "shell.execute_reply": "2020-12-19T14:28:52.144004Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dim_0__0</th>\n",
       "      <th>dim_0__1</th>\n",
       "      <th>dim_0__2</th>\n",
       "      <th>dim_0__3</th>\n",
       "      <th>dim_0__4</th>\n",
       "      <th>dim_0__5</th>\n",
       "      <th>dim_0__6</th>\n",
       "      <th>dim_0__7</th>\n",
       "      <th>dim_0__8</th>\n",
       "      <th>dim_0__9</th>\n",
       "      <th>...</th>\n",
       "      <th>dim_0__241</th>\n",
       "      <th>dim_0__242</th>\n",
       "      <th>dim_0__243</th>\n",
       "      <th>dim_0__244</th>\n",
       "      <th>dim_0__245</th>\n",
       "      <th>dim_0__246</th>\n",
       "      <th>dim_0__247</th>\n",
       "      <th>dim_0__248</th>\n",
       "      <th>dim_0__249</th>\n",
       "      <th>dim_0__250</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.6320</td>\n",
       "      <td>-1.6301</td>\n",
       "      <td>-1.6075</td>\n",
       "      <td>-1.6038</td>\n",
       "      <td>-1.5762</td>\n",
       "      <td>-1.5718</td>\n",
       "      <td>-1.5191</td>\n",
       "      <td>-1.4908</td>\n",
       "      <td>-1.4612</td>\n",
       "      <td>-1.3982</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.4812</td>\n",
       "      <td>-1.5110</td>\n",
       "      <td>-1.5461</td>\n",
       "      <td>-1.5718</td>\n",
       "      <td>-1.5762</td>\n",
       "      <td>-1.6238</td>\n",
       "      <td>-1.6250</td>\n",
       "      <td>-1.6302</td>\n",
       "      <td>-1.6316</td>\n",
       "      <td>-1.6323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>-1.6758</td>\n",
       "      <td>-1.6742</td>\n",
       "      <td>-1.6674</td>\n",
       "      <td>-1.6630</td>\n",
       "      <td>-1.5811</td>\n",
       "      <td>-1.5492</td>\n",
       "      <td>-1.5304</td>\n",
       "      <td>-1.4950</td>\n",
       "      <td>-1.4438</td>\n",
       "      <td>-1.4327</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.5237</td>\n",
       "      <td>-1.5602</td>\n",
       "      <td>-1.5713</td>\n",
       "      <td>-1.6083</td>\n",
       "      <td>-1.6610</td>\n",
       "      <td>-1.6692</td>\n",
       "      <td>-1.6723</td>\n",
       "      <td>-1.7225</td>\n",
       "      <td>-1.7234</td>\n",
       "      <td>-1.6776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-2.1138</td>\n",
       "      <td>-2.0918</td>\n",
       "      <td>-2.0488</td>\n",
       "      <td>-2.0003</td>\n",
       "      <td>-1.9664</td>\n",
       "      <td>-1.9380</td>\n",
       "      <td>-1.8775</td>\n",
       "      <td>-1.8314</td>\n",
       "      <td>-1.7594</td>\n",
       "      <td>-1.7012</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.5559</td>\n",
       "      <td>-1.6216</td>\n",
       "      <td>-1.7201</td>\n",
       "      <td>-1.7719</td>\n",
       "      <td>-1.8578</td>\n",
       "      <td>-1.9386</td>\n",
       "      <td>-1.9868</td>\n",
       "      <td>-2.0597</td>\n",
       "      <td>-2.1274</td>\n",
       "      <td>-2.1308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>-1.7471</td>\n",
       "      <td>-1.7295</td>\n",
       "      <td>-1.7300</td>\n",
       "      <td>-1.7044</td>\n",
       "      <td>-1.6897</td>\n",
       "      <td>-1.6581</td>\n",
       "      <td>-1.6404</td>\n",
       "      <td>-1.6003</td>\n",
       "      <td>-1.5548</td>\n",
       "      <td>-1.5033</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.5668</td>\n",
       "      <td>-1.5898</td>\n",
       "      <td>-1.6347</td>\n",
       "      <td>-1.6714</td>\n",
       "      <td>-1.6739</td>\n",
       "      <td>-1.7063</td>\n",
       "      <td>-1.7189</td>\n",
       "      <td>-1.7455</td>\n",
       "      <td>-1.7590</td>\n",
       "      <td>-1.7612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>-1.6307</td>\n",
       "      <td>-1.6299</td>\n",
       "      <td>-1.6206</td>\n",
       "      <td>-1.6078</td>\n",
       "      <td>-1.5797</td>\n",
       "      <td>-1.5626</td>\n",
       "      <td>-1.5270</td>\n",
       "      <td>-1.5071</td>\n",
       "      <td>-1.4648</td>\n",
       "      <td>-1.4175</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.2916</td>\n",
       "      <td>-1.3501</td>\n",
       "      <td>-1.4040</td>\n",
       "      <td>-1.4513</td>\n",
       "      <td>-1.4723</td>\n",
       "      <td>-1.5136</td>\n",
       "      <td>-1.5504</td>\n",
       "      <td>-1.5816</td>\n",
       "      <td>-1.5953</td>\n",
       "      <td>-1.6208</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 251 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     dim_0__0  dim_0__1  dim_0__2  dim_0__3  dim_0__4  dim_0__5  dim_0__6  \\\n",
       "25    -1.6320   -1.6301   -1.6075   -1.6038   -1.5762   -1.5718   -1.5191   \n",
       "105   -1.6758   -1.6742   -1.6674   -1.6630   -1.5811   -1.5492   -1.5304   \n",
       "18    -2.1138   -2.0918   -2.0488   -2.0003   -1.9664   -1.9380   -1.8775   \n",
       "167   -1.7471   -1.7295   -1.7300   -1.7044   -1.6897   -1.6581   -1.6404   \n",
       "174   -1.6307   -1.6299   -1.6206   -1.6078   -1.5797   -1.5626   -1.5270   \n",
       "\n",
       "     dim_0__7  dim_0__8  dim_0__9  ...  dim_0__241  dim_0__242  dim_0__243  \\\n",
       "25    -1.4908   -1.4612   -1.3982  ...     -1.4812     -1.5110     -1.5461   \n",
       "105   -1.4950   -1.4438   -1.4327  ...     -1.5237     -1.5602     -1.5713   \n",
       "18    -1.8314   -1.7594   -1.7012  ...     -1.5559     -1.6216     -1.7201   \n",
       "167   -1.6003   -1.5548   -1.5033  ...     -1.5668     -1.5898     -1.6347   \n",
       "174   -1.5071   -1.4648   -1.4175  ...     -1.2916     -1.3501     -1.4040   \n",
       "\n",
       "     dim_0__244  dim_0__245  dim_0__246  dim_0__247  dim_0__248  dim_0__249  \\\n",
       "25      -1.5718     -1.5762     -1.6238     -1.6250     -1.6302     -1.6316   \n",
       "105     -1.6083     -1.6610     -1.6692     -1.6723     -1.7225     -1.7234   \n",
       "18      -1.7719     -1.8578     -1.9386     -1.9868     -2.0597     -2.1274   \n",
       "167     -1.6714     -1.6739     -1.7063     -1.7189     -1.7455     -1.7590   \n",
       "174     -1.4513     -1.4723     -1.5136     -1.5504     -1.5816     -1.5953   \n",
       "\n",
       "     dim_0__250  \n",
       "25      -1.6323  \n",
       "105     -1.6776  \n",
       "18      -2.1308  \n",
       "167     -1.7612  \n",
       "174     -1.6208  \n",
       "\n",
       "[5 rows x 251 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "from sktime.utils.data_processing import from_nested_to_2d_array\n",
    "\n",
    "X_train_tab = from_nested_to_2d_array(X_train)\n",
    "X_test_tab = from_nested_to_2d_array(X_test)\n",
    "\n",
    "X_train_tab.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:52.148240Z",
     "iopub.status.busy": "2020-12-19T14:28:52.147757Z",
     "iopub.status.idle": "2020-12-19T14:28:52.149851Z",
     "shell.execute_reply": "2020-12-19T14:28:52.150340Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.39622641509433965"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's get a baseline for comparison\n",
    "from sklearn.dummy import DummyClassifier\n",
    "\n",
    "classifier = DummyClassifier(strategy=\"prior\")\n",
    "classifier.fit(X_train_tab, y_train)\n",
    "classifier.score(X_test_tab, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:52.222069Z",
     "iopub.status.busy": "2020-12-19T14:28:52.221585Z",
     "iopub.status.idle": "2020-12-19T14:28:52.338970Z",
     "shell.execute_reply": "2020-12-19T14:28:52.339598Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8679245283018868"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now we can apply any scikit-learn classifier\n",
    "classifier = RandomForestClassifier(n_estimators=100)\n",
    "classifier.fit(X_train_tab, y_train)\n",
    "y_pred = classifier.predict(X_test_tab)\n",
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:52.343540Z",
     "iopub.status.busy": "2020-12-19T14:28:52.342956Z",
     "iopub.status.idle": "2020-12-19T14:28:52.501725Z",
     "shell.execute_reply": "2020-12-19T14:28:52.502211Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8490566037735849"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "# with sktime, we can write this as a pipeline\n",
    "from sktime.transformations.panel.reduce import Tabularizer\n",
    "\n",
    "classifier = make_pipeline(Tabularizer(), RandomForestClassifier())\n",
    "classifier.fit(X_train, y_train)\n",
    "classifier.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What's the implicit modelling choice here?\n",
    "\n",
    "> We treat each observation as a separate feature and thus ignore they are ordered in time. A tabular algorithm cannot make use of the fact that features are ordered in time, i.e. if we changed the order of the features, the fitted model and predictions wouldn't change. Sometimes this works well, sometimes it doesn't.\n",
    "\n",
    "#### Feature extraction\n",
    "\n",
    "Another modelling choice: we could extract features from the time series and then use the features to fit our tabular classifier. Here we use [tsfresh](https://tsfresh.readthedocs.io) for automatic feature extraction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:52.505781Z",
     "iopub.status.busy": "2020-12-19T14:28:52.505263Z",
     "iopub.status.idle": "2020-12-19T14:28:53.336422Z",
     "shell.execute_reply": "2020-12-19T14:28:53.336054Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/Documents/Research/software/sktime/sktime/sktime/transformations/panel/tsfresh.py:164: UserWarning: tsfresh requires a unique index, but found non-unique. To avoid this warning, please make sure the index of X contains only unique values.\n",
      "  \"tsfresh requires a unique index, but found \"\n",
      "Feature Extraction: 100%|██████████| 5/5 [00:00<00:00, 48.63it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dim_0__sum_values</th>\n",
       "      <th>dim_0__median</th>\n",
       "      <th>dim_0__mean</th>\n",
       "      <th>dim_0__length</th>\n",
       "      <th>dim_0__standard_deviation</th>\n",
       "      <th>dim_0__variance</th>\n",
       "      <th>dim_0__maximum</th>\n",
       "      <th>dim_0__minimum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000142</td>\n",
       "      <td>0.050745</td>\n",
       "      <td>5.657371e-07</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998008</td>\n",
       "      <td>0.996020</td>\n",
       "      <td>1.4954</td>\n",
       "      <td>-1.6323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.000077</td>\n",
       "      <td>0.010407</td>\n",
       "      <td>-3.067729e-07</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998007</td>\n",
       "      <td>0.996018</td>\n",
       "      <td>1.7772</td>\n",
       "      <td>-1.7234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000480</td>\n",
       "      <td>-0.070497</td>\n",
       "      <td>1.912351e-06</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998008</td>\n",
       "      <td>0.996020</td>\n",
       "      <td>1.4992</td>\n",
       "      <td>-2.1308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.193190</td>\n",
       "      <td>5.976096e-08</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998005</td>\n",
       "      <td>0.996013</td>\n",
       "      <td>1.2339</td>\n",
       "      <td>-1.7612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000347</td>\n",
       "      <td>0.145480</td>\n",
       "      <td>1.382470e-06</td>\n",
       "      <td>251.0</td>\n",
       "      <td>0.998008</td>\n",
       "      <td>0.996019</td>\n",
       "      <td>1.3426</td>\n",
       "      <td>-1.6307</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   dim_0__sum_values  dim_0__median   dim_0__mean  dim_0__length  \\\n",
       "0           0.000142       0.050745  5.657371e-07          251.0   \n",
       "1          -0.000077       0.010407 -3.067729e-07          251.0   \n",
       "2           0.000480      -0.070497  1.912351e-06          251.0   \n",
       "3           0.000015       0.193190  5.976096e-08          251.0   \n",
       "4           0.000347       0.145480  1.382470e-06          251.0   \n",
       "\n",
       "   dim_0__standard_deviation  dim_0__variance  dim_0__maximum  dim_0__minimum  \n",
       "0                   0.998008         0.996020          1.4954         -1.6323  \n",
       "1                   0.998007         0.996018          1.7772         -1.7234  \n",
       "2                   0.998008         0.996020          1.4992         -2.1308  \n",
       "3                   0.998005         0.996013          1.2339         -1.7612  \n",
       "4                   0.998008         0.996019          1.3426         -1.6307  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.transformations.panel.tsfresh import TSFreshFeatureExtractor\n",
    "\n",
    "transformer = TSFreshFeatureExtractor(default_fc_parameters=\"minimal\")\n",
    "extracted_features = transformer.fit_transform(X_train)\n",
    "extracted_features.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:28:53.347991Z",
     "iopub.status.busy": "2020-12-19T14:28:53.347248Z",
     "iopub.status.idle": "2020-12-19T14:29:08.527385Z",
     "shell.execute_reply": "2020-12-19T14:29:08.526889Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/Documents/Research/software/sktime/sktime/sktime/transformations/panel/tsfresh.py:164: UserWarning: tsfresh requires a unique index, but found non-unique. To avoid this warning, please make sure the index of X contains only unique values.\n",
      "  \"tsfresh requires a unique index, but found \"\n",
      "Feature Extraction: 100%|██████████| 5/5 [00:10<00:00,  2.10s/it]\n",
      "Feature Extraction: 100%|██████████| 5/5 [00:03<00:00,  1.40it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.8490566037735849"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier = make_pipeline(\n",
    "    TSFreshFeatureExtractor(show_warnings=False), RandomForestClassifier()\n",
    ")\n",
    "classifier.fit(X_train, y_train)\n",
    "classifier.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What's the implicit modelling choice here?\n",
    "\n",
    "> Instead of working in the domain of the time series, we extract features from time series and choose to work in the domain of the features. Again, sometimes this works well, sometimes it doesn't. The main difficulty is finding discriminative features for the classification problem.\n",
    "\n",
    "\n",
    "## Time series classification with sktime\n",
    "sktime has a number of specialised time series algorithms.\n",
    "\n",
    "### Time series forest\n",
    "Time series forest is a modification of the random forest algorithm to the time series setting:\n",
    "\n",
    "1. Split the series into multiple random intervals,\n",
    "2. Extract features (mean, standard deviation and slope) from each interval,\n",
    "3. Train a decision tree on the extracted features,\n",
    "4. Ensemble steps 1 - 3.\n",
    "\n",
    "\n",
    "For more details, take a look at the [paper](https://www.sciencedirect.com/science/article/pii/S0020025513001473).\n",
    "\n",
    "In sktime, we can write:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:08.532157Z",
     "iopub.status.busy": "2020-12-19T14:29:08.531502Z",
     "iopub.status.idle": "2020-12-19T14:29:08.533473Z",
     "shell.execute_reply": "2020-12-19T14:29:08.534164Z"
    }
   },
   "outputs": [],
   "source": [
    "from sktime.transformations.panel.summarize import RandomIntervalFeatureExtractor\n",
    "\n",
    "steps = [\n",
    "    (\n",
    "        \"extract\",\n",
    "        RandomIntervalFeatureExtractor(\n",
    "            n_intervals=\"sqrt\", features=[np.mean, np.std, _slope]\n",
    "        ),\n",
    "    ),\n",
    "    (\"clf\", DecisionTreeClassifier()),\n",
    "]\n",
    "time_series_tree = Pipeline(steps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can directly fit and evaluate the single time series tree (which is simply a pipeline)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:08.538573Z",
     "iopub.status.busy": "2020-12-19T14:29:08.538049Z",
     "iopub.status.idle": "2020-12-19T14:29:08.561168Z",
     "shell.execute_reply": "2020-12-19T14:29:08.561764Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6981132075471698"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time_series_tree.fit(X_train, y_train)\n",
    "time_series_tree.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For time series forest, we can simply use the single tree as the base estimator in the forest ensemble."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:08.565808Z",
     "iopub.status.busy": "2020-12-19T14:29:08.565082Z",
     "iopub.status.idle": "2020-12-19T14:29:08.567056Z",
     "shell.execute_reply": "2020-12-19T14:29:08.567410Z"
    }
   },
   "outputs": [],
   "source": [
    "tsf = TimeSeriesForestClassifier(\n",
    "    estimator=time_series_tree,\n",
    "    n_estimators=100,\n",
    "    criterion=\"entropy\",\n",
    "    bootstrap=True,\n",
    "    oob_score=True,\n",
    "    random_state=1,\n",
    "    n_jobs=-1,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fit and obtain the out-of-bag score:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:08.654560Z",
     "iopub.status.busy": "2020-12-19T14:29:08.613966Z",
     "iopub.status.idle": "2020-12-19T14:29:11.908821Z",
     "shell.execute_reply": "2020-12-19T14:29:11.909407Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8354430379746836\n"
     ]
    }
   ],
   "source": [
    "tsf.fit(X_train, y_train)\n",
    "\n",
    "if tsf.oob_score:\n",
    "    print(tsf.oob_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:11.991485Z",
     "iopub.status.busy": "2020-12-19T14:29:11.950394Z",
     "iopub.status.idle": "2020-12-19T14:29:13.812889Z",
     "shell.execute_reply": "2020-12-19T14:29:13.813377Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8490566037735849"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tsf = TimeSeriesForestClassifier()\n",
    "tsf.fit(X_train, y_train)\n",
    "tsf.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also obtain feature importances for the different features and intervals that the algorithms looked at and plot them in a feature importance graph over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:13.818741Z",
     "iopub.status.busy": "2020-12-19T14:29:13.816959Z",
     "iopub.status.idle": "2020-12-19T14:29:14.033243Z",
     "shell.execute_reply": "2020-12-19T14:29:14.033886Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/.conda/envs/sktime-dev/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:584: UserWarning: The handle <matplotlib.lines.Line2D object at 0x7f983bf78550> has a label of '_slope' which cannot be automatically added to the legend.\n",
      "  ax.legend(handles, labels, loc=\"best\", title=title)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Time'), Text(0, 0.5, 'Feature importance')]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xFX1+6cNDSx5iQcIC2bpICCHEZbPZGl5N0xyA/cAAIBnYAIxTSu0+rc0Q4AFgCNAJmKyU6lR+ridQAPyglGp+Wp+rgCVKKbOmaW8DKKWeulAssoZXCCGEPViVldF/jqbQVMif1/yJ0cF48U6Cg9kH+e3gb/x9+G8yijPwc/Fjcp/JtA5qbe/QhBBC1FDnW8NryxHejsBBpVS8UqoMmAGMOKvNCPSEViml1gI+mqaFACillgNZZ19UKbVAKWUuf7kWCLfZEwghhBCVMDd+Lvuz9/Ngmwcl2b0EDX0b8mSHJ1l03SK+6P8F7kZ37lhwB4uTFts7NCGEELWMLRPeMODIaa+Ty49dapsLmQD8fa4TmqbdpWnaRk3TNh4/fvwSLimEEEJUXkpBCm+uf5MWAS0YFDPI3uHUSg4GB7qGdeXHIT/S2Lcxjyx9hOl7p9s7LCGEELWILRPec+0rcPb86Yq0OffFNe05wAz8dK7zSqkvlVLtlVLtAwMDK3JJIYQQokqYLCae/PdJlFK83eNtDJrUiKwMPxc/vhn4Db0ievHGujd4b+N7WJXV3mEJIYSoBWz5EzgZiDjtdTiQehlt/kPTtFuAq4Eb1JWwkbAQQoha5YPNH7A9YzuvdH2FCK+Ii3cQF+Xq6MoHvT/g+ibX892u73h6+dOUWcrsHZYQQogazpYJ7wagkaZpMZqmOQFjgTlntZkD3FxerbkzkKuUSrvQRTVNGwQ8BQxXShXZInAhhBDici1JWsIPu39gXOw4roq+yt7h1CkOBgee6/Qcj7R7hL8T/ubuhXeTW5pr77CEEELUYDZLeMsLS90P/APsAX5WSu3SNO0eTdPuKW82D4gHDgJfARNP9Nc0bTqwBmiiaVqypmm3l5/6GPAEFmqatlXTtM9t9QxCCCHEpcguyeal1S8R5xfH4+0ft3c4dZKmaUxoPoG3erzF1uNbGf7HcOYcmoNM+BJCCHEuNtuWqCaRbYmEEEJUh+dXPs/c+Ln8MuwXGvo2tHc4dd6ezD28tvY1tmdsp21QW57u+DRx/nH2DksIIYQd2GNbIiGEEOKKseHoBmYfms0tzW6RZLeaxPnHMXXIVF7u8jLxufGM+WsMt/9zO0uSlmCxWuwdnhBCiBpARniFEEKISiqzlHHdn9dRZinj9xG/4+roau+Qrji5pbnMOjCL6Xunc7TwKA28G/D1wK8JcA2wd2hCCCGqgYzwCiGEEDby7c5vOZx7mOc7Py/Jrp14O3szofkE/h75N+/0fIeUghQeXfYoJovJ3qEJIYSwI0d7ByCEEELUNlZlZUHiAjYf28y249vYm7WXgdED6R7W3d6hXfEcDY4MjhmMhsYTy5/gtXWv8XKXl9E0zd6hCSGEsANJeIUQQohL9OPuH3l347u4OrrSPKA5tze/nVua3WLvsMRpBsUMYn/2fr7a8RWNfRtzQ9wN9g5JCCGEHUjCK4QQQlwCi9XCtL3TaBvUlm8GfoOjQX6U1lT3t7mfgzkHeXfDu7Sv154mfk3sHZIQQohqJmt4hRBCiEvwb/K/pBSkcGPTGyXZreEMmoFXu72Khsbc+Ln2DkcIIYQdSMIrhBBCXIJpe6cR7B5Mn4g+9g5FVIC3szedQjqxMHEhV8LOFEIIIc4kCa8QQghRQQezD7IubR3XN7leRndrkf5R/UkuSGZ/9n57hyKEEKKaScIrhBBCVNC0vdNwdnBmVKNR9g5FXII+EX3Q0FiUtMjeoQghhKhmkvAKIYQQFZBbmstf8X8xJGYIvi6+9g5HXAJ/V3/a1mvLokRJeIUQ4koj87GEEEKIcgVlBXy942uOFh2lxFxCsbkYi7IAkFOSQ7G5mPFx4+0cpbgcA6IG8Nb6tzice5gY7xh7hyOEEKKaVGiEV9M0V03TpJa/EEKIOisxL5Eb5t3AlF1T2Ja+jaT8JPLL8imzlFFmKcPN6MaNcTcS6xdr71ArrNRs4WB6AfN3pjF50QEemrGFeTvS7B2WXfSL7AfA4qTFdo5ECCFEdbroCK+macOASYATEKNpWmvg/5RSw20cmxBCCFEtVqas5MnlT+KgOfDlgC/pGNLR3iFdloyCUv7YksLiPekkZhaSllfCicLEmgberkbmbEvl7VEtGdM+wr7BVrNg92Ca+zdnUeIi7mhxh73DEUIIUU0qMqX5ZaAjsAxAKbVV07Ro24UkhBBCVA+lFFN2TeGDzR/QyKcRk/tOJswjzN5hnUEphaZpF2yz7UgOny47yOI96ZitimahXnSu70+EnxuRfm40qudBwyAPDJrGXVM38dSs7SiluL5DZDU9Rc3QP6o/H2z+gLSCNEI8QuwdjhBCiGpQkYTXrJTKvdgPWyGEEKI2KTYX89Lql/j78N8MjB7I/3X9P9yMbvYOi92peczelsKetHz2puVRarby4bg29GoceM72v29J5qlfd+Dp4siE7jGMbhdOo3qe573+lze14+6pm3hq1g72pOXj5+4EgKODRpiPK+G+boT7uuLkcGrVk7uzI06Otb/OZb/Ifnyw+QMWJy3mxqY32jscIYQQ1aAiCe9OTdPGAw6apjUCHgRW2zYsIYQQ4tIopcgsyaTMUkaoR+gF26YVpPHQ0ofYm7WXh9o+xO3Nb7/oKGp1+HVTMs/+vgMUNAzyoEejQHal5nLH9xv4cGwbBrc4NSpptSreX7Sfj5YcpFOMH5/f2A7f8uT1QlyMDnxxUzsenrGVKasTKhybl4sjAR7OXNUsmKcH1551zKeL9o6moU9DFiYulIRXCCGuEBVJeB8AngNKgWnAP8BrtgxKCCGEOJ1SilkHZmE0GGno25D63vXJLc1l87HNbDq2iT1Ze0jITSDflA/A852e5/rY6895rX1Z+7h30b0Um4v5uN/H9AzvWZ2Pck5mi5XX5+3hu1UJdKnvzyc3tD058ppbbOL2KRu4b9pm3ri2BU2CPdmUmM3iPemsic9kTPtwXrumxSWNwLoYHfj8pnZYrOrksRKThdScYo5kF5GSU4LFYgVAAfklZjILSjmQXsDn/x6iRZg3Q1vWzinBA6IG8Pm2z8koziDANcDe4QghhLAxTSl18VaXe3FNGwRMBhyAr5VSb511Xis/PwQoAm5VSm0uP/ctcDWQrpRqflofP2AmEA0kAGOUUtkXiqN9+/Zq48aNVfRUQgghqtv3u75n0sZJ5zznbnSnuX9zor2jifGOYVXKKlamrOTtnm8zOGbwGW3Xpq3l4aUP42H04LP+n9HIt1F1hH9BSinu/GETi/Yc47Zu0Tw3JA5HhzOT16IyM3dP3cSKAxknj0X4uXJr1xgmdIuuttFps8XKtZ+uJjWnmAWP9MTfw7la7luV9mXt47o/r+OFzi8wpskYe4cjhBCiimiatkkp1f4/xy+W8GqathAYrZTKKX/tC8xQSg28SD8HYD8wAEgGNgDjlFK7T2szBH0EeQjQCZislOpUfq4nUAD8cFbC+w6QpZR6S9O0pwFfpdRTF4pFEl4hhKi9tqZv5bb5t9ErohcPtn2QQzmHOJRzCHejO+3qtaOxb2McDacmLJWYS7h74d1sP76dj/p9RLfQbiTkJbA8eTkfbP6AaK9oPuv/GcHuwXZ8qlOW7D3GhCkbeXJQEyb2bnjedqVmC79uSsbPzYl2Ub4EeblUY5Sn7D2ax7CPVjKoeQgfjWtjlxgqQynF0N+HEuEZwRcDvrB3OEIIIapIZRLeLUqpNhc7do5+XYCXTyTGmqY9A6CUevO0Nl8Ay5RS08tf7wN6K6XSyl9HA3+dlfCebKNpWkh5/wvuESwJrxBC1E45JTmM/ms0jpojM4fNxMvJq0L98svymfDPBA7nHsbN0Y3sUn0iUKfgTrzX570KX8fWLFbFkMkrKDVbWPhoL4wOtaMw1ORFB3h/0X6+uKkdA5vVjDcOLsV7m95j6q6pLLt+Gd7O3vYORwghRBU4X8JbkZ+sVk3TTu5boGlaFPqSnosJA46c9jq5/NiltjlbvRMJcfnnoHM10jTtLk3TNmqatvH48eMVCFcIIURNYlVWnl35LJnFmfyv9/8uKUn1dPLks/6f0TuiNz3De/Jyl5eZfc1svrrqqxqT7AL8sSWFfcfyeXxgk1qT7AJM7NOAuBAvnvt9B3vS8uwdziXrH9kfszLzb/K/9g5FCCGEjVXkp+tzwEpN06ZqmjYVWA48U4F+51pQdHaiXJE2l0Up9aVSqr1Sqn1g4Lm3chBCCFFz/RX/FytSVvBkhydp6t/0kvsHuAYwqdckXuv+GqMaj6K+d/0aUYn5hFKzhfcW7qdFmDdDmteuAlBGBwOTx7bGwaAx6rPV/L0jzd4hXZLmAc0JcgtiUeIie4cihBDCxi5apVkpNV/TtLZAZ/QE9RGlVMZFuoE+Whtx2utwIPUy2pztmKZpIadNaU6vQCxCCCFqEauy8u2Ob2ns25jrm5y72nJt9+PaJFJyinl7VEsMhpqTiFdU43qezLm/O3dP3cS9P23mwX6NeLhfo1rxLAbNQP/I/sw6MIsiU5Hd9l9OzyvhhzWJFJssgP5LVvMwb/o0CcLbzWiXmIQQoq6pyLZEAM5AVnn7ppqmoZRafpE+G4BGmqbFACnAWGD8WW3mAPdrmjYDvWhV7onpyhcwB7gFeKv88+wKPoMQQohaYnnycg7lHuLNHm/WqFHZylBKsTstj10peexKzeX3LSl0bxhA90a1d2ucel4uzLirM8//sZMPFx8gys+NUe3C7R1WhfSP6s+0vdNYkbKCgdEXrMNpEysOHOeRmVvJLjLhanQAwGSxUmq24mjQ6BjjR8twHzycHXBzcqR+oDu9GgfWmX8PQghRXS6a8Gqa9jZwPbALsJYfVuhTm89LKWXWNO1+9H17HYBvlVK7NE27p/z858A89ArNB9G3JbrttPtOB3oDAZqmJQMvKaW+QU90f9Y07XYgCRhd4acVQghRK3y781tC3UMZFD3I3qFUiU2JWbw+dw+bk3IAcHdyoHmYNy8Pb2bfwKqAi9GBd69ryfbkHL5bfZiRbcNqRVLWJqgNvs6+/LL/F3pH9MbZoXq2WDJbrExefICPlx6kUZAH0+/sTKN6ngBYrYqtyTks3H2MRbuP8c3KeEyWUyu9hrcK5fVrm+PpIqO/QghRURWp0rwPaKmUKq2ekKqeVGkWQojaY0v6Fm7++2ae7vg0N8TdYO9wKiUlp5g35u5h7o40gjydeaBfI7o3DCDKz61WTP29FD+uTeT5P3Yy694utIvys3c4FTJ191Te2fAOcX5xvNf7PcI9Kzc6nZiVT6SvxzkTfotV8df2VD5cfIBDxwsZ0z6cV4Y3x9XJ4YLXLDNbKSw189O6RN5fdIBQHxc+HNuGNpG+lYpVCCHqmspsS/Q3+j68BbYKztYk4RVCiJqloNTMlqRsNiZkszkpG6tSxAS40yDQg3npb5BQsIuBXh9RUuZI1wb+9IutV+vWNO5Jy+Pmb9dTUGLm7l71uatnfdycKrqSqPYpKjPT6Y3F9GocyMfj29o7nApbdmQZz658FoDnOz1Pj/AeeDp5XtI10ovSmTj3TfYWLsGAkUBXf0I9g7g+9np6BA/kn11H+XJFPAfTC2hcz4PHrmpyxnZOxwqP8fvB35l/eD5XN7ia25vffs6keVNiFg9O38qxvBI+GNuaq1uGVurZhRCiLqlMwjsLaAUsBk6O8iqlHqzqIG1FEl4hhKg59qTlcf0Xa8grMWPQoEmwF06OBuKPF1BoTcG9wfuUHu+Hc8FgjA4GsgrLcDRodGngT+f6/rQK96FFuDferjU3Ad6UmM1t363HzcmRH+/oSMOgS0ugaqvX/trNlNUJrHq6L/W8XOwdToUdyT/CY8seY0/WHgAiPSNpFtCM8bHjaR3U+rz9jhUeY+a+mXy383tMVgv+qgu5hQZKrHl4e2dQRDLmnM4UH72aRoE+3Nc3Cs1jO5vTN2GxWlAoMoszWZO2BquyEuUVRWJeIjc1vYnH2z+OQfvvZhq5xSbu/H4jm5Ky+XBsG4a2rF0VvoUQwlYqk/Decq7jSqnvqyg2m5OEVwghaobMglKGf7wKs9XK26Na0i7K9+R6xLSCNO5ddD/JBUn8MXwe4V6BWK2K7Sm5zN95lIW7j3LoeOHJawV6OhPo4UygpzORfm50aeBPl/r++Lo72evxAFi+/zh3T91EPS9npt7eiQg/+1QAtoekzCJ6TVrKA30a8uhVTewdziUxWUysO7qO3Zm72ZO5h43HNpJTmkO3sG480PoBQjxCSM5P5kj+EbYf387atLXE58brfXNb0dX/Br4aN4hik4Uv/z3EVysO4ha8gDKPJdT3jKNvdDd+O/AbWSVZ+Dr74uLogoaGs6Mz/SL7MbLhSMI8w3hnwzv8tOcnhjcYzitdX8HR8N9ZAYWlZm79bj2bk3L4aFwbhrSQpFcIIS474a0LJOEVQgj7KzNbufHrdWxLzuHnu7vQKsLn5LmdGTt5YMkDFJuLmdRrEt3Dup/zGrlFJran5LA9OZekzCIyCko5XlDKofQCCsssaBq0Cvfh4/FtCPet3kTTalV8uSKed//ZR6MgD364vSNBnrVnlLOq3D5lA9uSc1j1dF+cHS+8PrUmKzIVMWPfDL7d+S25pblnnHNxcKGRd0sshQ3ZsLsefeq34LMb2+HkeGpE1myx4mDQWJy0mOdXPU+RqYheEb0YHzueziGdz1vYSynF59s/59Otn+Lm6IZCYbKYiPaO5ruB3+Hj4gPoywJu/XY9W47kMKFbNCPbhhMX4mWz74cQQtR0lRnhbQS8CTQFTv7kVkrVr+ogbUUSXiGEsC+lFE/P2sHMjUeYPLY1I1qHnTy3OHExT694Gn9Xfz7q+xGNfBtd8vVNFivbk3NZfTCDL1fEE+bjyq/3dsXDuXrWzOYWmXjsl60s2pPO0BYhvDWqxRVbSXfFgePc9M163hvTipFta8cWRRdSUFbA7EOzsSorfs4hbI13YNE2M4czynB2NDCidSj/N6I5LsbzJ/fZJdmUWkoJdg8+b5uzzT88n63Ht2I0GNHQmLpnKj3CejC5z+STyXJBqZmnZ21n/s6jmK2K2GBPOtf3x8fNiLerEQ9nR4wOBhwdNAI9nOkY41crKmgLIcTlqEzCuxJ4CXgfGIa+dZCmlHrJFoHagiS8QghhX+8v3M/kxQe4v09DHh94aqrrypSVPLD4AZoGNOXDPh/i7+pf6Xst33+c26ZsoFfjQL66uT0ONqyGXGKyMGtzMp8uPUR6fgnPDonj1q7RV3RSoZSi3//+JcDTmZ/v7mLvcKrEkawivl11mJkbjlBUZqFjtB+j2oUxuEUIXtX0xsb3u75n0sZJvND5BcY0GXPGuazCMv7ansofW1I4kF5Afon5nNd449oWjO8UWR3hCiFEtatMwrtJKdVO07QdSqkW5cdWKKV62CjWKicJrxBC2IdSivcXHeDDxQcY3S6ct0e1PLkdz86MnUz4ZwJRXlF8N/A7PJw8quy+U9cm8sIfO7m9ewwvXN20yq57QkGpma9XxPPDmkSyCstoEebNKyOa0Va2igHgk6UHefefffz7RG+i/N3tHU6l7E7N47rPV1NmtjKsVSh39IihWah3tcdhVVYmLprIxmMbmXn1TBr4NDhvW4tVkVdsoqDUjMlixWxVvDxnF9uTc/nnkZ6E+bhWKpYTvzteyW/sCCFqnsokvKuAHsCvwBIgBXhLKVVrqlFIwiuEENXv9GR3TPtw3hp5KtlNzEvkpnk34WZ048chPxLgGlDl9395zi6mrE7A29WIi9GAi9GBvrFBPDUo9oLTTy9mbXwmj/+yjeTsYvrFBnFnz/p0kqmiZ0jLLabrW0t4oG8jHh3Q2N7hXLaMglJGfLwKi1Xxyz1d7F6ALKM4g1FzRuHv6s/UwVNxN1b8zYQjWUUM/GA57aP9+P62Dpf193Xv0Tx+35zCnG2p5BabCPVxJdTHlbgQT27vFkNQLarMLYSoeyqT8HYA9gA+wKuAF/COUmqdDeK0CUl4hRCieh3JKuJ/C/bxx9bU/yS7RaYiRs0ZRaGpkB8G/0C0d7RNYrBYFd+tOsyRrCJKTFYyC8tYtOcYscGefDy+zSVvFZRTVMbHSw7yzarDRPq58d6YVrSL8rNJ7HXBTd+sI/54ISue7HPyz742Ob3I2i/3dKFluI+9QwJgRfIK7l9yP5GekUzqNYkmfhUff/h+dQIvzdnFO9e1ZEz7iAr1KTFZmL01hR/WJLIrNQ9Hg0bvJoFE+LmRllNCam7xyeM3dIrint71r8hibUII+6tMwjtaKfXLxY7VZJLwCiFE1ckvMTFzwxEsVoWbsyPuTg64OTni7uyAs6MDf25LZcaGJAyaxp096vPogMZnJDyfbv2Uz7Z9xncDv6N98H9+LtnUsn3pPPbzNorKLNzePQYPF0esSmGxKHKKTWQXlZFbZMJS/rNRKcgsLCUps4i88nWRN3aO5JnBcbhXU0Gs2mr21hQemrGVaXd2omuDqh/BtyWlFM/8toMZG/5bZK0m2HB0A08tf4q8sjye7fQsnUM6c6zoGEcLj5KYl8jBnIMcyjmEpmnc3fJuroq6Ck3TsFoVY79ay560PO7t3YDcIhNZhWXEhnhxQ6fIM2Y+HM8v5fvVCfy0LpHsIhOxwZ6M6xjJ1S1D8PdwPiOexMxCPlpykN+3pAAQ4u1CmI8rEX5u9IsNon/Tehgd/runsBBCVKXKJLyblVJtL3asJpOEVwghqkaZ2cptU9az6mDmeds4GjTGdozg/j6NCPY+c6QnvSidq3+/mp7hPZnUa5Ktwz2n9LwSHv15GysPZpxx3M3JAV83J7xdjRgdTiXovu5ORPi6EennRtsoX9pFyTrdiigxWejw2iIGNKvHe2Na2zucCis1W3jxj13M3HiEib0b8OSgWHuHdE4ZxRk8veJp1qX9d8JdmEcYDX0aklKQwsGcg7QMbMnDbR+mbVBbjmSVcO2nq8guMuHsaMDTxUhGQSlhPq48MbAJ7aJ8+XpFPDM2HKHMYqV/XD0mdIuhc/2LT9tPyCjkt83JJGUVkZxdTHxGIVmFZQR6OnN9+whu6hJFPZn2LISwkUtOeDVNGwwMAcYAM0875QU0VUp1tEWgtiAJrxBCVJ5Siid+3c6vm5KZNLoVQ1oEU1hqoajMfPJzQamZhkEe590D94VVLzA3fi6zr5lNhGfFplTaSmGpGU0Dg6Zh0LQz9lAVVeOZ33bwx5YUNjzfv9q2iKqMo7kl3PPjJrYeyeG+Pg14bECTGj0d22K1MO/wPMosZdRzr0c9t3qEeYThZnQ7eX72odl8vOVjjhcfx9nBmRjvGKI8Y9DQKLIUUFBWgCvBHDrUkgPJPoD+ptXItmHc06sB9QMvv5icxapYti+dn9YlsWxfOp4uRt69riVXNav49kxCCFFRl5PwtgJaA/8HvHjaqXxgqVIq2wZx2oQkvEIIUXkfLj7Aewv383D/Rjzc/9ILEe3L2sfoP0dzc9ObebzD4zaIUNQ0mxKzGfXZ6ktaM2oPRWVm/t5xlLfm76Ww1Mz/RrdicIsQe4dVZYpMRSxKWsT+rP0czD1IQm4CGhqeTp64Gd3YnbmbYnMx4W6xhDp2pktMKAEervg4+9AjrAcOhssv8nZC/PECHpyxhZ0pedzaNZpnhsTi7Fj56wohxAmXNaVZ0zQH4Ael1A22DM7WJOEVQohLZ7ZY2ZOWz9Yj2WxMzGb21lRGtg3jf6NbXXKFV6UUdy28iz1Ze5h77Vy8nat/WxdR/U7syZtbbGJwi2D6NAmiSwN/3JzsP9pbUGpmc2I283ak8df2NApKzTSu58HH49vSuN6lFTSr7fLL8plzaA4z9s4gIS/hjHO9w3vzZo83q2TbsFKzhbf/3se3qw4T4OFEPS8XvF2NBHg40yrChw7RvjQN8cJR1vsKIS5DZdbwzgeGK6XKbBWcrUnCK4QQl+ZEcZv1h7MACPBwol9sPV69pvklT/1VSvHF9i/4ZOsnPNXhKW5seqMtQhY11OakbD5deohVBzMoNlkI8HBi3kM97FLJt8Rk4aMlB1iy9zj7juZhVeBqdGBoyxDGtI+gQ7TvFb29lFKK7NJsTBYTJquJf5P/5d0N7xLjHcOHfT8kwjMCk9XEkfwjBLkGXXYSvHRfOn9uSyW3yEROsYmjuSWk5BQD+p9HoKczXq6OeDob9c8uRjxdHKkf4M6INmF4uRir8rGFEHVEZRLeL4C2wByg8MRxpdR7VR2krUjCK4QQl2bWpmQe+2Ubjw5ozMi2YYT5uJ5MBHZn7mbG3hk08m1Et9BuxHjHnDdJKDQV8vzK51mUtIih9YfyardXMRrkl9UrUanZwsoDGdw9dRNjO0bw2jUtqvX+abnF3PPjZrYdyaFbQ3/aR/nRPtqXtpG+UnH7AtamreWxZY8BEOQWREJeAmarme5h3fms/2dVdp+03GI2JmSzJSmHrMJS8krM5JeYyCsu/1yi1whwc3Lgunbh3NI1mgaVWF8shKh7zpfwVuR/+NTyDwNwZc3xEUKIOshitZBWmMaxomOkF6WTVZKFm6PbyfV8R3LTeGvNMoIaZZDtGofV4VY0LRKlFL8e+JW31r2FpmmUHiwFIMQ9hJGNRjI+bjxeTl6APlK07fg2Xlr9Eol5iTzR/gluanrTFT16dqVzdnSgX1w9xnWMZNr6JCZ0i6lUQaRLsTEhi3t+3ExxmZkvbmrHQCmaVGGdQzozY+gM3lj/Bg6aAz3De3Ik/wiLkxaTXpROkFtQldwnxNuVYa1cGdYq9LxtdiTnMmV1AjPWH+HHtYm8Napmrw0XQtQMFx3hPdlQ0zwBpZQqsG1IVU9GeIUQdYVSii+3f8nSI0vJLc0ltywXk8WEu9EdTydPvJy88HDywNPJU/8w6p89nDw4XnSc7Rnb2Zmxk0JT4YXvY3Uk0jOKY8VHMCszA6MHoqEx7/A8uoZ25a0eb1FsLmZV6iqWJC1hZcpKPI2ejI8bj7vRnd8P/s7h3MP4Ovvybq936RTSqZq+Q6KmO55fSu93l9KrSSCf3tDO5vdbfSiDW75dT5iPK1/d3J5GV9j6XFtIyE1g2B/DeKzdY9za/NZqv//x/FIe/XkrKw5k8NKwptzWLabaYxBC1DyVmdLcHJgK+JUfygBuVkrtqsBNBwGTAQfga6XUW2ed18rPDwGKgFuVUpsv1FfTtNbA54ALYAYmKqXWXygOSXiFEJVxtPAosw/OJqski5zSHIrMRTT2bUy7oHa0DGxZJcVcKurjLR/zxfYvaBPUhlCPULycvHB2cKbAVEB+WT75ZfkUlBWQV5anf20qoNSij8Q6aA409m1My8CWxPnFEeIeQpBbEL4uvpRYSsgvy+dwViYP/xTPgEZN+Xh8O44XHeeH3T8wc99MSswl3Nv6Xu5qcdd/qrbuydzDl9u/ZFHSIgBaB7bmmobXMDB6YLV+f0Tt8MGi/Xyw6AC/T+xKm0jb7Wt8NLeEoR+uwNfdiVn3dMXbTabTV5Xxc8dTaill1vBZdrl/qdnCg9O38M+uYzw6oDEP9G0oM0iEuMJVJuFdDTynlFpa/ro38IZSqutF+jkA+4EBQDKwARinlNp9WpshwAPoCW8nYLJSqtOF+mqatgB4Xyn1d3n/J5VSvS8UiyS8QojLtT97P/csvIfjxcfxNHri7eyNs4Mzh/MOY1VWDJqBFgEt6BHWg57hPYn1i7XZL13f7/qeSRsnMbLRSF7u8nKF71NqKSW/LB93ozuujq4XbPvA9C0s2HWUJY/3JsznVNuckhwySzJp4NPggv0T8xIBiPKKqlBs4spUUGqm97tLqR/gwS1do1lx4DirD2VisljxdjXi7WqkSwN/HujbCIfL3Ae3zGxl7Jdr2Hs0nzn3d6NhkIzsVqVpe6bx5vo3+XXYrzTxa2KXGMwWK0/O2s5vm1PwdjXSuJ4Hjet5MrJtGO2i/C5+ASFEnVKZNbzuJ5JdAKXUMk3T3CvQryNwUCkVXx7ADGAEsPu0NiPQtz1SwFpN03w0TQsBoi/QVwFe5f290dcXCyFElduavpWJiyfi6uDKb8N/o5Fvo5PnCk2FbD++nU3HNrEqZRUfb/2Yj7d+TKRnJDc1vYkRDUdcNLmsqOySbP489CeTNk7iqqireLHzi5eUVDs7OOPs6nzRdkeyivhzWyr39WlwRrIL4OPig4+Lz0WvIYmuqAgPZ0ce6teIF2bvYn1CFp4ujnRt4I+Xi5HcYhPp+aV8sOgA25Nz+XBcGzwuo6jUm3/vYXNSDh+NayPJrg0MjhnMuxveZW78XLslvI4OBiZd14quDQLYkpTN/mP5zNmayswNR3jj2haM6SDre4UQFUt44zVNewF9WjPAjcDhCvQLA46c9joZfRT3Ym3CLtL3YeAfTdMmoRfSuuBIsxBCXI7Vqat5aMlD1HOvxxcDviDMI+yM8+5Gd7qEdqFLaBfub3M/GcUZrEhewS/7f+H1da/zydZPGNloJD3CetAysCVODk4XvJ/FaqHUUkpmcSZ7s/eyN2sv+7L2sTdrL8eKjgHQLawbb/V46z/TiavKnG36+4djO0Ta5PpCnG5cx0hcjA7UD/SgVbj3f/Ze/XFtIi/N2cV1n63m61vaE+7rVqHr7knL46d1ify4NonbukVfsAiSuHy+Lr50D+vO3Pi5PNT2IZv9v3QxBoPGde3Cua5dOAC5xSbun7aZJ2dt51BGAU8NjMVwmbMEhBB1Q0US3gnAK8BvgAYsB26rQL9z/e9y9vzp87W5UN97gUeUUrM0TRsDfAP0/8/NNe0u4C6AyEj55U0IUXFWZeXVNa8S5hHGNwO/wd/V/6J9AlwDuLbRtVzT8Bq2pG9hyq4pTNk1hW93fouLgwstAltg0AyUmEv0D0sJxebik6/LrGdude6gORDjHUP74PbE+cXRxK8J7eu1x9Fgm+1TlFL8sSWF9lG+RPhVLLEQojIcHQyMvkCF3Rs7RxHt7869P21i0Acr6NU4kJ6NA+hSPwCrUuQUm8guKiOnqIzsQhM5RWX8eyCDbUdycHIwMKZ9OM8MjqvGJ7ryXN3gapYlL2P90fV0Ce1i73AA8HY18u2tHXh5zi6++Dee+OOF/G9MK9m7V4gr2EV/c1JKZQMPaprmDViVUvkVvHYycPpPsnD+O/34fG2cLtD3FuCh8q9/Ab4+T9xfAl+Cvoa3gjELIQRr09aSXJDMOz3fqVCyezpN02hbry1t67UlryyPTUc3se7oOnZk7MBBc8DN0Q0/Fz9cHF1wdXTFxcEFF0f9w9XBFS9nL5r4NqGBTwNcHF1s9IT/tfdoPgfSC3h1RLNqu6cQF9O9UQB/3NeNz5cdYvmB48zdkXbetpoGjYM8eeHqpoxsE4av+4VnVYjK6x3RG0+jJ78f+J2OwR3tNsp7NqODgdeuaU6DQA9en7eHYR+t5NMb2tIs1NveoQkh7OCiCa+maR2Abynfg1fTtFxgglJq00W6bgAaaZoWA6QAY4HxZ7WZA9xfvka3E5CrlErTNO34BfqmAr2AZUBf4MDFnkEIIS7Fr/t/xcfZh36R/Sp1HS8nL/pE9qFPZJ8qisx2Zm9NxcGgMaRFiL1DEeIMDQI9eHd0K5RS7DuWz6bEbFwcHfB1N+Lj5oSPqxFfNye8XI2XXeBKXB5nB2eG1h/KjH0zWJO2hm5h3egR1oNuod0qtObfljRNY0L3GFqGe3P/tC1c++lqXhnejHEdZdafEFeaisyN+wZ9658VAJqmdQe+A1peqJNSyqxp2v3AP+hbC32rlNqlado95ec/B+ahV2g+iL4t0W0X6lt+6TuByZqmOQIllE9bFkKIqpBRnMHSpKXcEHfDRdfd1hVWq+LPban0aBSAv8fFi1sJYQ+aphEb7EVssNfFG4tq80SHJ2gX3I4VyStYmbKSufFzz6hef0PcDXbdmqx9tB9zH+zOwzO38sxvO9iZkstLw5rh5Gi4eGchRJ1QkYQ3/0SyC6CUWqlpWoWmNSul5qEntacf+/y0rxVwX0X7nrg/YPud6oUQV6Q/Dv6BWZkZ1XiUvUOpNpuSsknJKebxgY3tHYoQopZxcnBiUPQgBkUPwqqs7M7czYrkFaxIWcEnWz/hQM4BJvWaZNcY/T2cmXJbRyYt2Mdnyw5xML2AT29oK2/wCXGFqEjCu17TtC+A6eiFo64Hlmma1hZAKbXZhvEJIUS1sSors/bPokNwB2K8Y+wdTrWZvTUFF6OBAU2D7R2KEKIWM2gGmgc0p3lAc+5tfS9fbv+Sj7Z8xNX1r6Z3RG+7xuZg0HhqUCyxwZ48+et2hn+8iuGtQwn1diHE25WmoV6EnrUdW36JiYyCMmICKrIbpxCipqpIwtu6/PNLZx3vip4A963KgIQQwl5OFKt6oM0D9g6l2pSaLczbcZT+cfUua69TIYQ4n9ua3cbfh//mtbWv0b5eezycPDBbzXyy9RMO5x7mzR5vVtl+5RU1onUY0f7uPDVrO1+viMdkOVXXNMrfjS71/fF2NbL2cBY7U3KxKsWv93ShXZRftcYphKg6mj6ruG5r37692rhxo73DEELUUEopUgtTeXXtq+zK2MWi0YtwdqgdU92UUsRnFLLtSA7bk3NJyCykdYQPvZsE0TLM+4z9J7MLy9hzNI89afnsSctj79E89h8roMxs5eub29O/aT07PokQoi7afnw7N867kbGxY7m75d08ufxJ1h9dD8DA6IG82/NdNM0+xcasVkVGQSnJOcVsTcph9aFM1h3OpMRkoU2EL53q+zFjwxEifF2ZdW9Xu8UphKgYTdM2KaXan328IlWafYCbgejT2yulHqzC+IQQotptPraZ73Z+x/aM7WSVZAFwT6t7ak2yeySriKdmbWf1oUwA3JwcCPNx5d/9x/lg0QF83Yx4uRopLLVQXGamsMxysm+AhzNxIZ7c2jWa9lG+9IsLstdjCCHqsJaBLRkfN55pe6axMHEh+WX5vN79dTKKM3h/0/vU967PxNYT7RKbwaAR5OVCkJcLbSN9mdA9BotVYbZacXbUt1gK9XHlmd92MH/nUQZLFXshaqWKzF+bB6wFdgBW24YjhBAXppQiryyPEnMJJZYSLMqCl5MX3s7eGA3GCl0jITeBDzZ/wOKkxQS4BtAzvCfN/fV1Z039m9r4CSrPalX8tD6JN+ftwaBpPD80jh6NAmkY5IGDQSO7sIzlB46z8kAGZRYrbk4OuBodCfZ2Ji5Er3Ib6Fk7knohRO33QJsHWHZkGQCfDv6UOP84fXZKTjyfbfuMGO8YBscMtmuMJzgYtDP2Ex7dLpxvVx7m7fl76RdXT6o7C1ELXXRKs6Zpm5VSbaspHpuQKc1C1H5WZWVh4kI+3fop8bnx52zj6eRJrF8sLQNa0jKwJf6u/oCeJB8rOsbOjJ3syNjBtvRtODk4MaH5BG5udnO1ryGrjORsfVR31cFMejQK4K1RLQnzqT3xCyGuTPll+RgNRlwcXU4eK7OUceeCO9mVuYtpQ6fR2LdmVopfujed26Zs4KVhTbmt25VT0FCI2uZ8U5orkvA+AhQAfwGlJ44rpbKqOkhbkYRXiJrvUM4hZuydgZvRDT8XP3ycfU6+y15qLmXmvpnsydpDA+8GXNPwGjycPHBxdMGAgdyyXHJKc8goymBX5i72Ze3DrMz/uYeTwYlYv1ja1WvHzc1uJsA1oLof87IppZi2Pok35u4B4LmhTRnXMULWlAkharXM4kxGzRmFv6s/04dOr5H7nyuluOHrdexJy2PZ433wdqvYbCIhRPWqTMJ7H/A6kINelRn0LXTrV3WQtiIJrxA125H8I9w07yYKTAVYlRWT1fSfNuEe4UxsPZEhMUPOmG52LiXmEvZm7aXAVHDymK+LL419GmN0qJm/qJgtVn7dlMzfO4+SUVBKZkEZucUm3J0d8XEzopTi0PFCujcM4K1RLQj3dbN3yEIIUSX+PfIv9y+5nwnNJ/BIu0fsHc457UzJZcQnqwjxduGdUS3p2rD2vGEqxJWiMgnvIaCTUirDVsHZmiS8QtRcGcUZ3Pz3zeSV5fHDoB+I8Y6hwFRATmkOVqWXDdDQCPEIqfAa3dpEKcXfO48y6Z99xGcU0jDIgyg/N/w9nPB2NVJYZiG3yEReiYkhLUIY20FGdYUQdc8ra15h1v5ZfDfoO9rVa2fvcM5pQ0IWT/66ncMZhYzvFMlTg2LxdrXhz6XUrbD+S3Byh6YjILILGBygJBeS1kFRBjQbCUaXi15KiCtBZRLeOcBYpVSRrYKzNUl4haheeWV5pBWknXHMycEJV0dXXBxcTo7QlphLuG/xfSTkJfDVVV/RKrCVPcKtViaLlfcW7mdHci7H80s5ll9CTpGJRkEePDkolv5xQZLQCiGuOEWmIq778zqsysrPw37Gy8nL3iGdU3GZhfcW7uOblYcxOhgY2CyYUe3C6d4wAAdDFf3fnbQWlr8LBxeBsxdYysBcAu5B4BkMx3ZC+RvC+DeEqz+AmB5Vc28harHKJLy/A82ApZy5hrfWbEskCa8QlWexWph3eB4z9s6g1FKKk4MTRoMRo4MRo8GIk8GJAlMB8bnxZBRXfEKIg+bAR30/okd43f9hbbZYeWjGVubuSKNVhA/1PJ0J9HSmfbQvw1uFVd0vS0IIUQttTd/KrfNvxd/VnyfaP8HA6IE19g3A3al5TF+fxJxtqeQWm4gN9mTq7Z0qVwHfYoZFL8Gaj8EtALpMhA53gOYABxbA7tlQnK2P9EZ1BVMx/P0k5CRC6xuh3wt6QizEFaoyCe8t5zqulPq+imKzOUl4hbg0RaYiDucdxlFzxGgwcij3EJ9s+YRDuYdo6NOQcM9wTFYTJouJMksZJquJMmsZro6u1PeuT4x3DGEeYThq+s5nCkWppfTUVkLWU/vBtghsQZugNvZ61GpjtSoe/2Ubv21J4bkhcdzZs9aUQRBCiGqz7fg2Xl/7Onuy9tAxuCMPtHmAVoGtamziW2q2MH/nUZ6etYNwX1em39WZAI9zJL0lebD6I3BwgpajwTf6zPP5x+DXCZC4EjrcCQP+D5wqUKuhrAiWv6NfW3OAtjdDt4fAJ6JKnk+I2uSyE966QBJeISpuefJyXln9CunF6Wccj/aK5v429zMgagAGTfYhrCilFEfzSpi86AAzNhzhsQGNeaBfI3uHJYQQNZbFamHWgVlM3jyZvLI8Qt1DGRg9kKsbXF1jty5acyiT26asJ8rPnWl3dsL/9KR3/z/w1yOQl8rJ+q8RnSGyM5iKoLQADi3R1+YOmwytrr/0ALLiYeX7sHW6/rr9BOjzLLj6VPbRhKg1Ljnh1TTtZ6XUGE3TdnCqOvNJSqmWVR+mbUjCK8TF5Zbm8s6Gd5hzaA4NfRpyd6u7cdQcMVvNuBnd6BraFUeDo73DrBVScoqZuz2V5fsz2J2WR1ZhGQATezfgyUGxdo5OCCFqh4KyApYcWcL8w/NZk7oGszLTO6I397a6l6b+TW0fgNWiJ6mmIv3DXAoORjC6gdEVvML01+VWHcxgwpQNhHs7M75RGe0cE2mYvRyPQ39BYByM+Bg86sGOn2H7z5BxAJw99Q/vcBgyCYKbVy7mnCOw4n+w+Xtw89dHiluOBYO8US3qvstJeEOUUmmapkWd67xSKrGKY7QZSXiFODeT1cT6tPX8ffhvliQtochcxO0tbufulnfXyL0Qa5oSk4Uf1yaSmlMC6FO3dyTnsjExG4DYYE9ahfvQNNSLVhE+tAr3rrHT8oQQoibLKclh5r6ZfL/7e/LL8ukd0ZtH2j1Cfe8qWh5SVgjH98HxvXB0h14hOW0bmArP38foDtHdoX5v8AiCtK3kHlqP8dh23CgGoFA585VlKN9oI/F0c+OunvW5tVuM3l8psNXPhNStMO9xSN4AwS31Ed8W1+nJtRB1lExploRXCAAKTYWsTl3NsiPLWJ68nJzSHDyMHvSN7MuNcTcS5x9n7xBrhc1J2Tz563YOphfg6Xxq5DvM15VhrUIZ2iKE6AB3O0YohBB1T35ZPtP2TGPKrimUmEsYHzeee1rdg6fTqUTOqqwsPbKUr7Z/RZm1jB8H/4hbUZZe+AnAYNQTzax4SN+jf2QncHJCo6MLBLeA0DYQ1BRcvMDRFRydwWrWR3vLCiF1CxxaClmH9H4OTuX92mKq14oE5yZsLQkio9BCdlEZW5Ky2ZiYzZTbOtKrcaDtv1lWK2ybrhfBSt+tJ+htboCBb5wxMi1EXSEJryS84gpVaillV8Yu1h1dx/q09Ww7vg2T1YSXkxfdw7pzVfRVdA/rjrNDJSpLXkFKTBbeW7ifr1fEE+zlwpujWlbPLy5CCCFOyizO5KMtH/Hbgd/wdfGlVWArAl0D8XXxZXHSYg7mHCTMI4zUglRGOgbw8sGtoCxnXkRz0Lf1CYrTE9ugWP2zbww4XMISnpwkKM6BwFhwPP/sqOIyC9d+uoqjeSX89UB3wn0rUJSqKigFyRth47ewbRp0ngiD3qyeewtRjSThlYRXXAFyS3PZl7WPvVl79Y/svRzOOYxZmdHQiPWLpVNIJ3qG96RNUBtZk3uJNiZk8eSv24nPKGR8p0ieGRyLp4u8Sy6EEPayK3MXX22cTGJeApmlOWRbiqmvuXCn2YVBOZl85FDAtz7efODTgX7dngEnD32UVlnAM0Qfta1GCRmFDPt4JTEB7vx8dxdcjA7Ven/+fhrWfQajvtGnOAtRh1Qq4dU0zRWIVErts0VwtiYJr6iLTBYTq1JXsTtzN3uz9rIvax+phaknzwe6BhLrF0usXyzNAprRvl57vJ297Rhx7VVUZubdf/YxZXUCYT6uvD2qJd0aBtg7LCGEuLKlboV/34Z9804eMhkccfQKRfOOBJ8ITMHNGZ++hGPFGfw24jcCXO3/f/fC3ce484eNjO0QwZsjW1RvbQeLCaZcDUe3w51L9NFtIeqIyuzDOwyYBDgppWI0TWsN/J9SangFbjoImAw4AF8rpd4667xWfn4IUATcqpTafLG+mqY9ANwPmIG5SqknLxSHJLyirtmXtY/nVj7Hvux9aGhEe0cT6xtLrH8ssb6xNPFrgr+rv73DrBPWxmfy1KztJGYWcXOXKJ4aFIu7s4yMCyGEXZzYwmfrT7B/Prh461N06/cG7wjwDAbDmaOmh3IOcf1f19M2qC1PdXyK+t710TQNpRTxufGsTVvL0cKjFJuLKTYXU1BWQE5pDlklWQDc0uwWrm14LQ6GqhuN/d+CfXy05KB9tqrLPwpf9NRHu/u9oE/r9qsPTlJ3QtRulUl4NwF9gWVKqTblx7ZfbFsiTdMcgP3AACAZ2ACMU0rtPq3NEOAB9IS3EzBZKdXpQn01TesDPAcMVUqVapoWpJQ6c8PQs0jCK+oKs9XMlF1T+GTrJ3g7efNMp2foEdYDN2M1rQO6QpSaLeQUmfh06UG+X5NIpJ8bb49qSZcG8iaCEELYRdI6WP4OHF4OljJw9dMT3U536UnvRfy872deXfsqAD7OPjT1b8rB7IMn95x3cXDBxdEFV0dX3I3u+Ln44ePsw9HCo2zP2E5Dn4Y82OZBSiwlrEtbx6Zjmyi1lOLt7I23kzcBbgHEeMUQ4x1DE78mRHmdc5OTk5RSPPbLNn7bnMJbI1swtmNk5b9HlyJxNfx43ZlVqFteD0PfA2eP6o1FiCpyvoS3IsMUZqVU7mVMt+gIHFRKxZcHMAMYAew+rc0I4AelZ91rNU3z0TQtBIi+QN97gbeUUqUAF0t2hagris3FPLL0EValrmJA1ABe6PwCvi6+9g6rVisus/DLpiPsO5rP4YxCEjIKySwso9RsBfQinrd2jebJQU1wc5JRXSGEsIvj++Cn0eDkBh3vgsaDILLzJVUaHtNkDF1CurDx2EY2HdvE7qzdtKnXhi4hXegS2oVQj9Bz9lNKsTBxIe9teo8Hlz4IgIfRg3b12uHt7E1eaR65ZblsPraZufFzT/brENyBm5veTM/wnhg0A1ZlJbM4kxJLCQbNgIbGKyMak1FQxrO/7yDAw5n+TetV7vt0KaK6whMH9QrTmQfhyHpY97k+TXzMD3oBLyHqiIr8BrdT07TxgIOmaY2AB4HVFegXBhw57XUy+ijuxdqEXaRvY6CHpmmvAyXA40qpDWffXNO0u4C7ACIjq/ldMyGqWKGpkAeWPMDGoxt5scuLXNfoOtnPtZK2Hsnh0Zlbic8oxNvVSP1AdzrX9yfQ0xkvVyOeLo60jvChZbiPvUMVQogrV1EWTLter358+wLwufzf6SK8IojwiuDaRtdWuI+maVwVfRW9I3rzb/K/hLiHEOsXe86ij0WmIhLzElmXto6f9v7EA0seIMwjDEeDI6kFqZispjPa+7n48Vyfl8kp8uaOHzYS5e9Gs1AvmoV6M7BZPRoG2XjPXCc3fRul4BbQ7FpoMhh+nQBf9YERn0Dzkba9vxDVpCIJ7wPoU4hLgWnAP8BrFeh3rt/Gz54/fb42F+rrCPgCnYEOwM+aptVXZ83NVkp9CXwJ+pTmCsQrRI2UV5bHxEUT2Zmxk7d6vMWQ+kPsHVKtZrJY+WjJQT5ZepB6ns78dEcnKUAlhBA1RWm+vk+u0QXMZTDzJshLhVv/qlSyW1lODk4MiBpwwTZuRjfi/OOI84/jxqY3sihxEXMOzcHN6EbfiL6EeITg5uiGQmGxWpi2dxqPLX+Qka3H0DduJFvSDrAxZwFLc/bz0U4j/i6BtA6N5MFO19EkIMb2DxnTE+5eAb/cCrNuB4MjNL1oyR4harwLJrzla2nnKKX6oye9lyIZiDjtdTiQWsE2Thfomwz8Vp7grtc0zQoEAMcvMT4hagylFIdzD3Mk/whphWmkFqaSVqB/TsxLpNBUyKRek+gf1d/eodZaVqti3s40Jv2zj4TMIka2DeOlYc3wdpVthYQQokbY8iP89YheSdgzRC+ilHkARn4FER3tHd0lcTQ4MihmEINiBp23zdUNrmby5slM3T0VZ4fZlFpKwQMaezUkpziP7NJ4lmcsY8Wfs3ivxyf0b9jujP4Wq6VKC2kB4BUCN/0GP4zQk17XWXoiLEQtVpGiVXOAm5RSuZd0YU1zRC881Q9IQS88NV4pteu0NkPRqy2fKFr1oVKq44X6app2DxCqlHpR07TGwGL0LZPO+yBStErUZFZl5Y11bzBz38yTx4wGIyHuIYR4hBDiHsLwBsPpENzBjlHWfEopdqXmkVW+BrfEZKHUbKXUbKG4zMKcbalsT86lST1Pnh4SS58mQfYOWQghBIDVCotfgVUfQEwviOoG2QmQewTihkGnu+0doU2tTl3N/MPzaR3Umh5hPQh0CwT0n2u/79jGSxseBK2YJ1pP4ua2vdifvZ+PNn/EsuRluDm64evii5+LH+2D29M3oi8tA1ti0AyVC6ooC74bDLkp+uh6aOvKP6gQNlaZKs0/o08fXgicLOWmlHqwAjcdAnyAvrXQt0qp18sTVpRSn5dvS/QxMAh9W6LblFIbz9e3/LgT8C3QGihDX8O75EJxSMIraiqL1cJLq19i9qHZ3BB3A0NihhDiHoK/q3/lf1hdQY7llfDc7ztYtOf8NezCfFx5ZEBjrm0ThoNB1j8LIYTdJG+Cnb+Csyc4e0HCStj/N7S/HQa/fUnFqK4Em5LjuX3B7Zi1PJp4deBAwWo8jB5c2+haFIqckhzSCtPYmr4VszIT4BpA74je9I3oS6eQTjg5OF3ejXNT4NuBYCqGOxeDb3SVPpcQVa0yCe8t5zqulPq+imKzOUl4RU2glGJv1l4KTAX4Ovvi4+LDOxve4e/DfzOx1UTuaXWPFKK6REopZm1O4f/+3EWp2cojAxrTPsoXF6MDzo6Gk5+dHR3wdHHEIImuEELYl6kYPukEucmgrIACzQEGvqGP5MrPwXM6nJPK9bNvo8iaTlP3oXwx7HF8XX3OaJNXlsfK5JUsObKEFckrKDIX4eboRt/IvoyPHU+LwBaXfuOMA/B1P/AM1YuGuXhVzQMJYQOXnfDWBZLwCntRSrErcxfzD89nYeJCUgvPXsYOj7R7hAnNJ9ghutqtsNTMk7O2M3d7Gh2j/Xj7upbEBLjbOywhhBAXsuxtWPYG3PInRHWHsnxAk0SqAgrKinh97namr8tkWKtQJo1uibPjudfwllnKWJe2jsVJi5mfMJ9CUyEtA1syLnYcfSP64mZ0q/iN45fB1JHQoC+MnwlVvW5YiCpSmRHew/y3ujJKqfpVF55tScIrqpvJamJR4iKm7p7KjowdOBoc6RLShQFRAwj1CCW7JJuskizCPcPpGS7FIC5VQkYhd0/dxIH0fJ4YGMvdPevL6K0QQtR0OUnwcQd9H90xtWaiYI2ilOKL5fG89fdeOkb78dLwpjQL9b5gn0JTIX8c/INpe6aRlJ+Ek8GJrqFd6RvZlxYBLYjyjsJouMg08o3fwV8PQ+eJMOjNqnsgIapQZRJe/9NeugCjAT+l1ItVG6LtSMIrbMVitRCfG8+OjB0k5CaQWZJJVkkW+7P3k16UTpRXFDfG3ciQ+kPwcpJ3r6vCsn3pPDB9Cw4GjY/HtaV7I9lSSAghaoWZN8GBhXD/BvCJuHh7cV5/bEnhhT92kl9qpl9sEPf3bUibSN8L9rEqK5uObWJJ0hIWJS3iaOFRQK8oHe0Vjb+LPy6OLrg4uhDpGcmgmEE09m186gLzn4G1n8I1n0PrcZcXuLlMX6MtU9eFDVTplGZN01YqpbpXSWTVQBJeURUyizN5de2rHCs8hkVZsCgLyfnJFJmLAHAyOOHv6o+viy/BbsFc2+haeob3lOJTVWjOtlQenbmVxvU8+eKmdkT4XcKULCGEEPZzaClMvQb6PA+9nrB3NHVCbrGJH1Yn8M2qw+QUmWgd4cP4jpFc3SoEN6cL7jyKUor92fvZn72fQzmHOJRziJzSHEotpRSbizmSfwSLstDItxFXRV1Fy8CWNPVtgs/MWyBlM9z9LwQ0urSA9/8Dv90JsVfDiE8k6RVVrjIjvG1Pe2kA2gP3KqVaVW2ItiMJr6is7JJsJvwzgeT8ZNoFt8NBc8CgGQh2C6ZlYEt9SpBXlBSdsqFp65J47o8ddIj245tb2uPpIlU8hRCiRjGXwsHF+v65XmHg6gsJK2D3H3qy4xEEE9eB0cXekdYphaVmZm44wrT1SRxML8DD2ZERrUMZ1zGS5mEXnu58PpnFmSxIXMDc+LlsO77t5PFw9xDuTE3gWmMg2h2LK/ZnabXCiv/B0tfBPRAK06HfS9Dj0cuKTYjzqUzCu/S0l2bgMPA/pdS+qg3RdiThFZWRU5LDHQvuICEvgU/6fUKnkE72DumKciyvhB/XJvLRkoP0bhLIZze0w9VJCmYIIUSNYrXAL7fAnj//e84tQN9Pt/NECGz83/OiSiil2JSYzbT1Sczdnkap2UrLcG/GdohkeOtQPJwvPOp7PrmluezJ2sPuzN0sSVrCtuPbaF9cwosh/YkZ/ik5R9ZweP9fBCoD4VE9ILQtuPlD9mE4thO2zYB986Dl9XD1BzDnftj5G4z9CWKHVu03QVzRKpPw1ldKxZ91LEYpdbiKY7QZSXjF5cotzeXOBXdyKOcQH/X9iK5hXe0d0hUht8jET+sT+WfnUbYl5wIwrFUo/xvdCidHmSIuhBA1ilIw/2lY9zn0fQEiOkFeKhQcg9DWENkVHC4v2RKXJ7fIxO9bkpm+/gj7juXj5uTA8FahjOkQQetwn8su9GhVVn4/8Dv/W/s6JdYyPBRkl1/LUSnuy87l1tw8HB2cwVKqd3Jwgv4v6294aJq+NdV3Q+D4Prj9Hwi+jO2ShDiHyiS8m5VSbc86tkkp1a6KY7QZSXjF5Sgxl3D3wrvZnrGdyX0mSzXlalBisjBldQKfLTtEbrG+HmlA03oMaFqPRkEeMmVcCCFqotUfw4LnoPN9MOgNe0cjTqOUYsuRHKavS+Kv7WkUmywEeDjTq3Eg/eKCGNQs+LKS34z8VL6YcxMmFDGBLYiK6sWclGUsPLKUli5BvObejJjQ9lCvOQTFgdH1zAvkpcFXffW9mG+bB/4NquiJxZXskhNeTdNigWbAO8Dp1QW8gCeUUs1sEagtSMIrLpXZaubRZY+y7Mgy3un5DoNiBtk7pDopt9jEhsNZHDpewKHjBSzfn8HRvBL6NAnkyUGxxIVIZWshhKjRdv2hT2Vueg1c9x0YZBZOTZVXYmLhrmMs23+c5fuPk1ts4u5e9XlmcFyVXF8pxfyE+by29jVMVhOvdnuVgdEDz9/h2G74/mpwcIZb/zqV9OYf1at5t7juv4myEBdwOQnvCOAaYDgw57RT+cAMpdRqG8RpE5LwikuhlOKVNa8w68Asnu74NDfE3WDvkOqkudvTeHH2TjILywAI8HCmWagXE3s3oFN9/4v0FkIIYXepW+HbQRDSEm6eI8WoahGzxcoLs3cxfX0SX9/cnv5N61XZtdOL0nls2WNsPb6Vu1rexX2t7zv/jhVHd8L3w/TE9tovYNfvsOVHfTp01wfgqteqLC5R91VmSnMXpdQam0VWDSThFZfi4y0f88X2L7izxZ082PZBe4dT5xzPL+XF2Tv5e+dRWoZ78/TgWJqFeOPtJlWXhRCi1ihIhy/76F/ftVSvwCxqlRKThVGfrSY5u5i/HuhepVv9lVnKeG3ta/x+8Hd6R/Tm0XaPEuMdc+7GR3foSW9xtr7et/V4KMmD3bP17Y9kja+ooMokvC7A7ejTm0++daeUmlDVQdqKJLyioqbvnc4b697g2obX8krXV2TNaBVSSjF7ayov/7mLojILj/RvzJ09YnB0kOlvQghRq5hL9QQlbbtedCik1uxUKc6SmFnI1R+upH6gO7/c07VKC0MqpZi2dxqTNkzCrMw09W/K0JihXNf4OtyMZyXXx3bB3rnQ5kbwCoWiLPi4A/jFwIQFMlVeVEhlEt5fgL3AeOD/gBuAPUqph2wRqC1Iwisq4p+Ef3ji3yfoFd6L9/u8j6NBKkpWlWN5JTz3+w4W7UmnTaQP717XioZBHvYOSwghREUcXAx/PgRlhfp2MyjIPKiv2W0+0t7RiUqavzONe37czNCWIbw3phXOjlW79V96UTp/H/6bufFz2ZO1h4HRA5nUa9LFO26bAb/fDUPfgw63V2lMom6qTMK7RSnVRtO07UqplpqmGYF/lFJ9bRVsVZOEV5zLnsw9pBelA5BRnMHr616neUBzvhjwBa6OUiShqqw+lMG9P26m1Gzh8auacFu3GBwuczsEIYQQ1chqheXvwLK3IDAWorpCUSYUZ0HccOh4p70jFFXky+WHeGPeXjrG+PHVTe1ttszoxLKxqYOn0jqo9YUbKwU/DIfUbfpMgoAmMtIrLqgyCe96pVRHTdOWAxOBo8B6pVR924Ra9SThFWebf3g+Tyx/4oxjDX0aMmXQFLydve0UVd3z57ZUHvt5G9EBbnxxU3tiAtztHZIQQoiKyDoMcx+DQ4uh5Vi4+j1wkv/D67LZW1N44pftRPq78d2tHap0Te8JRaYihv4+lHCPcH4Y/MPFl45lHIDPuulFrIxuENhE//vY+Z4qj03UfudLeCsyZ/NLTdN8gRfQqzV7AC9WcXxCVJtdmbt4ftXztAlqw5MdnkRD/8+2gU8DXBylwmRV+WblYV79azcdo/346mbbvVsshBCiCqXvhZXvwY5fweAIV38A7W4FqWlR541oHUY9Lxfu+mEjA97/l7EdIrmrZ31Cfapu1pub0Y37Wt/HK2teYVHSIgZEDbhwh4BGcO9qSFyp/91MXg/znwInN2h7c5XFJeq2i47w1gUywitOOF50nLFzx+KgOTB96HT8XWX7m6pSXGZh+YHjrDqYwaqDGRw6XsigZsF8MLY1LsaqXQ8khBDCBlZNhoUvgtEd2t8GXe4HrxB7RyWqWVJmER8uOcAfW1IAGNk2jMcHNiHIs2oGBcxWM6P/HE2ZpYw/RvyB0eES3hC3mGDaGDi8HG78Der3qpKYRN1QmSnN9YA3gFCl1GBN05oCXZRS39gm1KonCa8AKLWUMmH+BA7kHOCHwT8Q6xdr75DqjMyCUm74eh17j+bjanSgY4wf/eKCuKFTlKzXFUKI2iB5I3xzFTQZDMM/Ajc/e0ck7Cwlp5ivlsczbV0SzkYDTwxsUmU/11ckr2Di4ok83v5xbml2y6V1LsmFbwZCfircvggCG1c6HlE3nC/hrcjK7ynAP0Bo+ev9wMMVvOkgTdP2aZp2UNO0p89xXtM07cPy89s1TWt7CX0f1zRNaZoWUJFYxJWtyFTEfYvvY3vGdt7o/oYku1XoRLJ7OKOQT29oy7aXruL7CR25uUu0JLtCCFEblBbAb3fq28Fc86kkuwKAMB9XXh7ejPkP96BVuA8vzt7FNZ+sIjGzsNLX7h7WnW5h3fjfxv/x2bbPsCprxTu7eMP4mfqevd9fDYtegdStepErIc6hIiO8G5RSHU5Uay4/tlUp1foi/RzQk+MBQDKwARinlNp9WpshwAPAEKATMFkp1elifTVNiwC+BmKBdkqpjAvFIiO8V7a8sjwmLprIjowdvNrtVYY3GG7vkOqM05Pdb27pQPdG8v6TEKIOK8qCQ0sg9whoBv3D6Ap+9cGvAXiHg6EWLuGY8yBs/gFu/Quiu9s7GlEDKaX4c3saL87eiaPBwA8TOtI01KtS1ywyFfHa2tf4M/5PuoV245lOz7Dx6EbmJ8xna/pW+kX1466Wd1Hf+zx1ctO26VPwD68AZQGfSAhrB0FN9Q/vMHAPBLcAMEqNlitBZYpWFWqaVr7pGmia1hnIrUC/jsBBpVR8eb8ZwAhg92ltRgA/KD3rXqtpmo+maSFA9EX6vg88CcyuQBziCpZZnMk9i+7hYM5B/tfrf/SP6m/vkGq1hbuP8d7C/WQXlmG2WikstWBVSpJdIUTdVZgBW6bC3nmQshEuNBLl5AF9noNO99Se7VP2zoPN30O3hyXZFeelaRrDW4XSNMSTm75Zz/VfruHbWzvQIfryZwO4Gd14vfvrtA5qzVvr3+Lq368GIMIzgv5R/VmctJh58fMYHDOYofWH0tS/KQGup/2uEdIKbp4NhZmwby7s/wdSt8Cu3/97s5BW0P9laFBrdlUVVagiCe+j6NWZG2iatgoIBK6rQL8w4Mhpr5PRR3Ev1ibsQn01TRsOpCiltl2olLmmaXcBdwFERkZWIFxR1yileGbFMyTkJvBx34/pFtbN3iHVWhkFpbw8Zxd/bU+jcT0PejYOwNHBgNGgMbx1KO2iZPqbEMLO8o9CcY6+bUlVVBQ+uhPWfQ47fgFzCYS2gZ5PQqOrICgOUHryW5oPmYcg6xDs+Qv+eQYO/APXfKZPEQYwl0JBOhRn63vY5ibrUzDTtkH2YQhtq/8i3rAf+DesvorIx/fDH/dAcAs9URfiIhoGefLrvV256Zt13Pj1Oh6/qgkj24bh7+F8WdfTNI0xTcbQIqAFq1JX0SW0C039mqJpGpnFmXy/+3tm7J3BvMPzAKjnVo9g92CsyorZaibYPZgXu7xIQNubT1VtLi2AjH36/wmFGVBwTH/Tauq10KAfXPUq1GtWVd8SUQucd0qzpmmRSqmk8q8dgSaABuxTSpkuemFNGw0MVErdUf76JqCjUuqB09rMBd5USq0sf70YfeS2/rn6Ak8BS4GrlFK5mqYlAO1lSrM4lz8P/cmzK5/l2U7PMi52nL3DqZVMFiszNxzhfwv2UVhq4YG+Dbm7VwOcHGvJyIUQou5TSp+OO/8ZMBVCYCy0uA4iu0DmQTi2C7LiwSMY/BuAb7SecCZv0As1oSCiI0R0Bo8gSFgB8csgOwEcXaH1OH3ENrBJxWLZNAX+eVZfX+hXX79XYfp/2zp56KNOPpFwZL2eMIOe8DYdAU2vAb8YyEvTi/M4ukBEp6pLhguOw9f9wFQEdyzSvy9CVFBmQSn3T9vCmvhMHA0a/eKCGNshkl6NAzFUcf2OIlMRe7L2sCtjF7syd5FVkoWDwQEDBjYe24i/iz9fDPiCSK8LDHCZS2H9l7D8XT0h7nwv9HlW9pauYy65SrOmaZuVUm3Lv56llBp1iTfsAryslBpY/voZAKXUm6e1+QJYppSaXv56H9AbfUrzf/oCfwGLgaLy1+FAKnoiffR8sUjCe+XJLslmxB8jiPCK4IdBP+BQG9dU2ZFSigW7j/H2/L3EHy+kY7Qfr1/bnEb1PO0dmhBCnFKYoa8/3TcXYnpB7NWw6zdIWnOqjZOnnjgWHNM/TvCNhvAO+tdJ6yA36VT7mB76iGvzUZdXwCnzECx4Xh8Z9g4H7wg9mXb106/nGQK+MWdOe85OgIOLYM+fp9Ykni2yK/R/CSI7X3pMpzMVw/fD9FHsW+dCeLvKXU9csfYdzeeXjUf4fUsKmYVlRPq5cWPnSMa0j8DHzcnm999+fDv3Lb4Pg2bg036f0izgIiO3RVmw+BX9jSnvSBj6P2h8lc3jFNXjchLe04tUnfz6Em7oiF54qh+Qgl54arxSatdpbYYC93OqaNWHSqmOFelb3j8BGeEV5/DcyueYFz+PmcNm0thXytVXhFKKfcfymbfjKPN2pHEwvYCGQR48NSiW/nFBXGgJgRBCVAuLCbITIX6pXjzq8HKwlEG/l6DzxFMJZE4SpO/RR2W9I08dL82HrMPgGawnoKfLTdET4uAWcCn7gtpCYQbsm6f/cu4VqifIx/fqo1MFx6B+H31atYs3uPhAUKxerMe5Am9KWq3wyy16Yn39VIgbZvPHEXVfmdnKP7uOMnVNIusTsnByNNAvNohr2oTRu0kgzo62G3g4nHuYexbeQ3ZpNs90fIZrGl5z8d9ZEtfAXw/r/67G/yJJbx1R2RHek19f4k2HAB8ADsC3SqnXNU27B0Ap9bmm/238GBiEPmp7m1Jq4/n6nuP6CUjCK86yJnUNdy28iztb3MmDbR+0dzi1Qnp+CXdP3cSWpBwMGnSK8efatmGMbBOGo4NMXxZC2FD+MUharU/rPTEN2K++vj722C79I2O/PjW44OipolE+kfoobMe7rpz1eGVFsP4LfXSqMBPK8k+d0wz696H1DfoU7PP9wr/geVj9EVz1OnS9v1rCFleW3al5/LzxCH9uSyWzsAwfNyPvX9+aPk2CLt75MqUXpfPEv0+wOX0z3UK78VKXlwjxCLlwJ3MpfNYVDEa4d1XtrLAuznA5Ca8FKERft+vKqWnEGqCUUpWrRV6NJOG9cuSV5THmzzE4GhyZNXwWzg6XV0ThSpKYWchN36wno6CUpwfHMqRFCAGXWXxCCCEqJOMAbJ+pV1PNPKgfc3TVp/Fays5s6x6kj9T6RIJXGPhE6FN7/RtUX3Gnmspi1gthHd2mv2EQvwyOrNOnYg//GJzczmy/4RuY+yh0uAOGTJLvn7Aps8XKyoMZvDN/HwfS8/l4fFsGNgu22f2sysqMvTP4YPMHGDQDL3Z+kSH1h1y40+7Z8PPN+r+XtjfZLDZRPS454a1LJOG9MiileOzfx1iatJQpg6fQKrCVvUOq8Xal5nLLtxswW618d2sH2kT62jskIURdVZAOO3+D7TP0rUM0A8T01KumRnWDkJb6sbwUfQ0s6COWZ089FuenFKz6ABa9AsHN4fqfwDdKP3dgIUwbAw37w9jp4FCRjTqEqLzcYhO3fLueHSm5fHB9a4a1CrXp/ZLzk3lu5XNsTt/MnS3u5P4292PQzjNbTSn4uj/kpcKDm/V9tUWtJQmvJLx13sy9M3lt3Ws80u4RJjSfYO9wary9R/MY/dkaPFwcmXp7RxoGSUEqIcRlsFr1rXXS9+jrSwszoChTn3rs6KxPUz66Q19zqywQ3BJaXq+PQnpdZMqhuDz7F8CsO6A0F4zu4B6gv+EQ0BBumw/OHvaOUFxhCkrNTJiygY0JWTwzOI4J3WNwqOJqzqczWUy8tu41fjvwG/0j+/N699dxM7qdu3HCSpgyVN+nt/sjNotJ2J4kvJLw1mn7svYxfu54OgR34NP+n57/nTwBQFZhGSM+WUmJycof93UjzEfe0RSizirMhPw0fWucwgw9AfWop4+cGhz1JDX/KBQeh9I8KMmDskJ9OqyLt/6hGfSCUZYyfUuPogz9Wnkp+hrbsoIz7+nsrReKMpeBpVQvutRiNLQcU76HrbC5rHjY9Uf5GxAZgKZXePay7eiaEOdTXGbhwRlbWLj7GO2ifHnnupY0CLTdmy9KKabunsqkjZMIcgtiZKORXNPwGkI9zvFv4KcxkLQWHtp6eZXZRY0gCa8kvHVWoamQsX+NpdBUyC/DfsHf1d/eIdVoJouVm79Zz6akbGbe1VmmMQtR25UVwu93w6Fl+lY7/g30X9gyDuijrkUXrOv4XwZHfW/KsiKwms7dxsUb3AL0asf1mumVjYOa6cmUmz842n47EiFE7aOU4vctKbzy526KTRZu6hxFpxg/2kb52qx+yLq0dXy38ztWp64GoHdEb17u+jJ+Lqcltsd2w+fd9P/XWo2FNjdBoOzyUdtIwisJb510Yt3u4qTFfDXgKzqGdLR3SDXeS7N38v2aRP43uhWj2oXbOxwhRGUUZcG06yFlI7Qcqye3mQf1KcX+jfTR1KA4vdiTRxC4B+qVSQuO6VNcrSbwCAbPenpxKBdvfQ2bpulr28wlUJwDKH1k2MEIRjf7b9sjhKjV0vNKeOXP3SzYfRSTRc9FYoM9eXFYU7o2CLDJPVMLUvntwG98t/M7At0C+ajvRzTybXSqQfwyWPcl7J+vL79oMQau/VyqN9cikvBKwlsnfbvzW97f9D6Pt3+cW5rdYu9wapz0/BKW7ElnS1IOiVmFJGUWkZpbwp09YnhuaFN7hyfEhZ2oQOsRaO9IaqbcFPhxpD51ddQ30HS4vSMSQohLUmKysDMll02J2Uxbn0RiZhGj24Xz3NA4fNxsM1Nkx/EdPLj0QYrNxbzT8x16hvc8s0FBOqz5RC8A1/k+GPSGTeIQVU8SXkl465w1qWu4Z9E9DIgawLs93734JuNXkJ83HGH6hiS2HslBKfB3dyI6wJ1IPzeahXpxWzfbFosQ4pws5v9Whi3O0bdTKTx+6lh+GiStgaR1+j6jLUbDgFcrV+BIKSjJAVPxqWOuvrWzImfaNtg8FXb8rBeMGjdNr3YshBC1WInJwuTFB/hyeTw+rkbGdoxgZNtwm6zzPVp4lAeXPMjerL3c2vxW7mt933+3svz7KVj3ub6FV8c7qzwGUfUk4ZWEt9bbmr6VfxL+ocRSQpmljH+T/yXQNZCfhvx0/sp7VxilFO8vOsCHiw8QF+LF4ObBDGhaj9hgT3lDQNhHaT7sngPbpuuVMN38wS9Gn2KbcQDSdwPn+DkUGAdRXfTps+u/0qfQ9nxcn357fC9k7NeLK53g4KgnsK6+4OShF18qzoHiLMhL04srmYrOvIerLwz7sHaMjBZnw45fYfMPcHQ7ODjrcXd/FOrJbA0hRN2xOzWPd/7Zy/L9x7EqaBXhwz096zOoeXCV/i5TZCrinQ3vMOvALBp4N+D1Hq/TzL/ZqQZWC8y8UZ/iPHY6NBlUZfcWtiEJryS8tZZVWflu53d8tOUjjAYjHk4eODs44+/qzxvd3yDKK8reIdYISikmLdjHJ0sPMbpdOG+NaimjuMI+CjPhwALY/7e+96epCPwaQOwQPUnNPgw5R/TEN7KL/uETAZT/fXX2PLNKZlY8zH9Wvx6AwVhemOm0dV6W0lMJbmkBuHjpCa2Lj15YyTtcT7JPbMeiFGz+Xt8Ptu3NMOgtvVDTiXM14Q0iqxUSV+qjuXvm6Otpg1tA21ugxXX68wkhRB2VnlfC7K2pzNiQxKHjhfRoFMBLw5rRMKhqR3xXJK/g5dUvk1mSybOdnmVMkzGnTpYVwndD4NhO6HAH9HwS3KU4ak0lCa8kvLVSZnEmL6x6gRUpK7gq6ipe6foKHk6yf+DZrFbF2/P38sXyeMZ1jOD1a1pgkGRX30alNF8f7XMPPJXQiMtXnK3v8Zm4Uk8MDY56QY/iHH3bm4J0ffRVWfXR2Ngh0GochHeofBKZtl2fguwbXTVFk8xlsOwNWPmB/vfD6Ko/h6kIutwH/V7St9axJYtJn8Kdm3zadGulJ+JbfoTsBH2Ln5aj9aqhoa1tG48QQtQwZouVn9YlMWnBPkpMFm7tGs3E3g3xda+6Nb65pbk8u/JZlicv5+UuLzOq8ahTJ4uyYPH/6W+SOnlCz8eg491gdKmy+4uqIQmvJLy1QmJeIr8f+J09WXs4lHOIY0XHMBqMPNHhCcY2GSvTcs8hObuIJ37Zzpr4TG7sHMn/DW9et5NdpfQRv8RVkLAKju/Rj504V1agJ7llBfqI2AluATDiE5mSdDlK8/X9PHfOgoQVYDXro4uOrvrXVrM+ouoepFcCrtcMGg+CkNa2TxirwuHlsP5L/Xnc/PQKxrt+hyZDYeSXp0aFL8Rq1RP6ivwfZTHBlqmw+mN9tFtZz90uuoc++hw3rHauNRZCiCqUUVDKO/P38sumZDycHLmrZ30mdI/B3dnx4p0roMxSxkNLH2JVyipe7fYqIxqOOLNB+h5Y+BIc+Ae8I/V9rZuNrB0/564QkvBKwlujrUpZxY97fmRlykocNUca+Taivk996nvXp3dEbxr7yl5oZ7NaFb9uSub//tqNUooXhzVlTPuI2vGmgFJQmAG5SVCSC5oDaAZ9pFAznHp94lGsVji2Q09wE1fpI2KgJ7EhrfTtUkBPNpzc9Smxzp76O7HOnnqysP4r/Rod7oSrXgVHF/1d2+KsqhsxrEuU0r/XW36E3bPLpyXXh7jhegIW2rbu/pBXSk+A5z+t7y3b7UF9m5+CdP2NlBPMJfoIbFYC5B7RR7tdvPStfTxDIaChvjWQTwQ4e+kf2Ydh2Zv61kHhHaFBH32qtXeY/vf1BK8Q8Ims7icXQogab9/RfCYt2MfC3ccI9HTmuSFxjGgdWiW//5RaSrl/8f2sS1vHXS3vom1QWxr7NSbA9bQlNPHLYMHzcHQHhLaBaz6HoNhK31tUniS8kvDWWHMOzeG5lc8R4BrAmMZjuK7xdQS6yTYk51JUZmbh7mP8u+84/+4/TmZhGZ3r+/Huda2I8LNj4a6SPJg9UZ/qqhnOSl7PkcgWZYK5+OLXPZtHPYjqBtHdIKo7BDap+DRZcyksegXWfqKv6zQV6+s+QR/ZC2sHkZ0gojNEdDi1PjInCQ4u1hOdDnfWnSlMVquexJYV6n8WDs76sykFu36D9V/ro+fOXtB8JLS+oWqmJdcmBxbBr7fpU+JBT2idPE59DwxG8I0C3xg9OVUW/d9CSa6eAGcc0N9QOVtgnD4y0HjQlfX9FEKIKrQpMZv/+3MX25Jz6drAn/8b0bxK1vcWm4t5ZNkjrEpZdfKYn4sfjX0b08S3CbH+sfQJ64X7nr9g4Qv6z887l+j7mQu7koRXEt4aqchUxNW/X02wezDfD/oeo4yynVdWYRnjv1rL3qP5+LoZ6dU4kP5N6zGkeYh9pzBnHoLp4yDrELS7Va+qq6z6h9VS/rXltK+tejLpHaEnCa4+epKlLKf1KX99Or8GeqGiyiYIBxfr1W7d/fWRNRdv/V3apLV69VurWW8XGKvHknngVN/QNnD9j3oBJHsqzIS8ZCgr0pNWjyC9mNGF7Ptb/8iK1//M8lMv3D6klZ7gNx8FTldwFfSiLH3LJPdA/Y2SSx3VLsrSK0SXlk+1NzhA/d76ZyGEEJVisSqmr0/infl7KTZZGNE6jLt61qdxPc+Ld76I7JJsDmQfYH/2fvZn72df9j4O5Ryi1FKKu9GdYfWHMc6vNfV/uQOC4uCWv67sn5c1gCS8kvDWSJ9u/ZTPtn3G1MFTaR3U2t7h1Fgnkt3DGYVMHtuGAU3rVU0FZqtVn5Z54sPF+8KFnUwl+l6mJbn6R1a8vk+dZoAxP0BMj8rHZE9lhZCyGY6s1feABWjQFxr206eg/nY3ODrD6Cm2edayIn30uyhTHxksytJHpi2l+oj0sV16Yp516L99+zyvb9tz9hsCFjMsegnWfKy/0eDfSH/jwDu8fNq3uz6921Km38NcCtHdr7zRXCGEELXW8fxSPl5ygJ83JlNsstC7SSBdG/gT6OlMkKcLLcO98XSp/KCK2WpmZ8ZOft73M/MT5mOymnDUDBgtZpwNRuoHtWJYg2FcFX0VXk5eVfBk4lJIwisJb41zrPAYw/4YRs/wnkzqNcne4dRYpye7X9/Snh6NLmG6t6kY9s7VE6XTj2XF6wlcdsJ/R1Ldg/Q1rS5epxLb4hz984kpwKcLagpjp+lbzNR1x/fDzBv0KsQeweAVWv4Rduqzu78+7dXJXZ/CXZShr/0szjqtuJYV8o9CTiJkJ+pfV2Sat1sARHSCiI7g31B/J9noDhu/ge0zofl1MOLjUwWOCjPgl1v1QlMd74KrXgfHqqtqKYQQQtQk2YVl/LQuke/XJHI8/9TvLJF+bsy+r1uVVnbOKsliXvw8MoozKEteT1nSajZ4BxKvSnAyONEnsg/DGwynS2gXjAaZwVgdJOGVhLfGeX7l88w7PI8518wh3NPOU0RrkJScYjYmZLE7NY/daXlsT86lxGS5tGQ3fa9edGfnr2cWhQK9wJNffX2Uz6++Pqrr6KKPXBZllidhCfr0SxdvfRqni7c+9fj01y4++rF6zevOutaKKMnTv7fZhyEv9dTHiXWeFWVw1Kd1+0bpBY7c/cHtrA8XH/176+Cs//m4+p571FUpWPm+vm1CUJyefOcf1f8cLSYY9gG0Hl8FDy+EEELUfEop8kvNHM8vZW9aPo/M3EqHGF++v60jjg42KLioFCx5FbX2M3ZrZub4BfK3mwvZyoSfsy9D6g9leIPhxPrF1o7iorWUJLyS8NYom49t5tb5t3Jr81t5tN2j9g7H7tbFZzJ9fRLrD2eRmqtvpePkYKBxsAdxwV6M7RhBuyi/il0sLxU+6aRPUY0bDm1ugOiedbeibk1RkqdXjy7K0qdGlxXoo+duAfr6Tzc/Pck9wcUHHKpmK4WT9s7VC3M5uYFnCHgGQ9tbZO9WIYQQV7SfNx7hyV+3M6FbDC8Oa2q7G5UV6vUyds7CdGgJK500/vRwZ5mbGyYNGvo0ZHiD4Vzf5HrcjLLet6rZJeHVNG0QMBlwAL5WSr111nmt/PwQoAi4VSm1+UJ9NU17FxgGlAGHgNuUUjkXikMS3pojMS+RT7d+yt+H/ybQNZA/rvkDT6fKFxaordbGZ/LBov2sjc/C181I1wYBtI/2pUO0H02CPTFezruQM2+EAwvh3tX6KK4QQgghxBXu5Tm7mLI6gTdHtmBsh2rYxtFcqtcFSVhB7ubv+UcrYk54U7YVJtE7vDcf9v1QRnurWLUnvJqmOQD7gQFAMrABGKeU2n1amyHAA+gJbydgslKq04X6app2FbBEKWXWNO1tAKXUUxeKRRJe+zFbzezL3sfmY5vZeHQj/yb/i5ODE+Nix3Fbs9vwcfGxd4jVLquwjDlbU5i1OYUdKbkEejpzT68GjO8YiatTJSu37p0HM8ZBvxehx2NVE7AQQgghRC1nsli55dv1rD6USbCXCz0bB9ClgT8ujg6YrAqrVdEhxo8wH9eqv3lBOswYD8kb+LH9dbyduZ5nOz3LuNhxVX+vK5g9Et4uwMtKqYHlr58BUEq9eVqbL4BlSqnp5a/3Ab2B6Iv1LT9+LXCdUuqGC8UiCW/1U0ox7/A83tnwDlkl+j6UYR5h9Ivsx23NbztzA+86buuRHHak5HIovYD9x/JZfzgLs1XRNMSL6ztEcH2HCFyMVbBFSWm+PpXZxRvuXg6yxZMQQgghxElFZWbmbE1l+YHjrDyQQV6J+YzzDgaNoS1CuKNHDC3Dfar25qYSmH0fauevTIxtz3pTDtOvnk5j38ZVe58r2PkS3ipeQHaGMODIaa+T0UdxL9YmrIJ9ASYAMysdqahSRwuP8uraV1mevJyWAS15uuPTtAlqQ7B7sL1Dq1bxxwt49a/dLN13HAB3JwcaBnlwW7doRrYNJy6kCsvVW8yw+FV9/e7oKZLsCiGEEEKcxc3JkbEdIxnbMRKzxcqh44UoFI4GjTKz4vctyUxff4Q521JpE+nDyLbhXN0ipGqqOxtdYNTXaK6+vLbpG0bVb8RTy59i+tDpuDheQcU/7cCWCe+5JqWfPZx8vjYX7atp2nOAGfjpnDfXtLuAuwAiIyMvFquoIjszdnLHgjuwKitPdniS8bHjcTBUwehlLVJQaubjJQf5ZmU8zo4OPDckjqEtQwjxdqm6tRqFmbB9hl4YITsR8lL0Akntb9e3rBFCCCGEEOfl6GCgSfCZdWSahjblwX6NmLnhCD9vPMILf+zk//7cRacYfyL83Aj1diHY2wUfNye8XY14uTqSX2LmWF4J6XmlhPu60i+uHg6G8/y+p2kw+G3889N4I3ERdwcXc/fCu7mm4TX0iuiFn0sFC5SKS2LLhDcZiDjtdTiQWsE2Thfqq2naLcDVQD91njnZSqkvgS9Bn9J8eY8gLkWRqYinVzyNp5Mn3w387orbakgpxR9bU3hz3l7S80sZ3S6cJwY1IcizCt+1S9kEqz+GvX/pVZiDW0JUF/CJBL8G0Hxk1d1LCCGEEOIK4+li5I4e9bm9ewy70/L4fXMKa+Iz2Z2WR1Zh2UX7R/i5cmvXGMa0D8fT5Rwz7gwOMOprun4/nGez9jPFeIgXV7+IQTPQLbQbr3Z7FX9Xfxs82ZXLlmt4HdELT/UDUtALT41XSu06rc1Q4H5OFa36UCnV8UJ9y6s3vwf0Ukodr0gssoa3ery29jV+3vcz3wz8hg7BHewdjk0cyythd1oe8ccLOZxRgMms8HRxxMPFkeX7j7M5KYdW4d68PLwZbSJ9q+7G+cdg8Suw9Sd9O5tWY6HtzVCvWdXdQwghhBBCnFeJyUJ6Xik5xWXkFpvIKzbj6eJIPS8XAjyc2JCQxTcrD7MhIRsvF0fu7d2Q27pFn7tWS1EWfDsQlbGffU5GFrq78723FwFOXnzS7xMa1GsNgLUokz37/yI8oCneoe1km8kLsNe2REOAD9C3FvpWKfW6pmn3ACilPi/fluhjYBD6tkS3KaU2nq9v+fGDgDOQWX6btUqpey4UhyS8trcieQUTF0/klqa38HiHx+0djk38vSONB6ZvwWzV/814ujjianSgoNRMUZmFAA9nnhzUhOvahmM431SWS2W1wrrPYekbYC6BLhOh5xPgfOVu5SSEEEIIUZNtT85h8qIDLN6bTrCXCw/3b8S1bcNwdjwr8TWVQPpuyDgAmQfYeWg+DxiyKDFoPOcURULRUeYYiklzdMSoFL1KTFztGkG7ZuNwa30jRgcn2droNHZJeGsKSXhtK6M4g9F/jsbH2YcZV8/A2cHZ3iFVubnb03hwxhZaR/jw9OBY6ge44+d+6j8Zs8WKpmnnX7NxOfLS4Pe74fC/0HAADHoLAhpW3fWFEEIIIYTNrIvP5K35e9mSlEOAhxPjOkYyvlMkId7n3/oo7dBC7l/zAvsthWhAV9dQBoX3Zn/2AeZmbiVLmU62ddQc8HL2JsIzgkjPSBr4NOC6xtfh7exdDU9X80jCKwlvhVmV9YyvSy2lFJuLKTYXc+Lvi0Kx/fh2FiQuYFXKKhSKGUNn0MSvib3Ctpk/t6Xy8MyttI304bvbOuLhbMOl72VFUJgOyRth3hP6qO6gN6HtLXqhAyGEEEIIUWsopVhxIIMf1iSweG86GuDlasTRoA+U+Lo5EeXvRnSAOy3CvBnULJhSazErU1bSKrDVGbucmK1m1qWuIWHLFIoPLaTI1Zus+j05Yi0hMS+RY0XH8HH24YE2DzCq0agrrnDs/7d359FRVvcfx9/fmex7QkJIIDHsIBJFEaTgUlurYC1VLEds1S4W21p/1dPza4td5PysLfV0U6tt1dqjtS60VgVrRVFQmlYBLQKyGUgIgUASQgJZJzNzf3/MKBGTiJVkJpPP65w5eebOc4fvc/h65ZvnPveq4FXB26P9Lfsp21vGG7VvsKF2A1VHqo67b35KPhecdAGfHfPZmCt2m1o7uXt1Ofev2cXUkhz+eMV4UnevhLbG0IrIQX+XVxBScmD8bMjsslhXZzvs3xheSbk6tG2QrwWcAxeEzlZoqYPmA9BcB74jR/sOK4V5f4A87c8mIiIiMtDtaWjlr69X09DiI+AcgYDjYEsHFfUt7GlowxcIUpSTzNfPHcO8M7qZAt1V1WvwxFegqRpOuxI+/n22B5pZsnYJ6w+sZ0LOBG6deSsTcib03wVGmApeFbzvs7d5L/dvup+nyp/CH/STnZjNlKFTGJs99t3fCBlGclwySd4kkuKS8NjRB+WL0osozSt9T9tA5/f7qW88zIo3K3h4zQ46O1q5cpzjy+mvErftGfC3ffCXFJ4OxWdBzUaoXgeBjqOfJWaGnr81T2jzrbhkSBsaeqUOhbQ8SMuH9GFQcjbExd70cBERERF5r0DQsXp7LXe+VM6bexrJz0jkktJCZk8expSi7O7Xh2lrhDU/h9d+H/q35ZnX4oqms8J3gNu3P0Kzv4VbZ97KhSUX9vv1RIIKXhW8QOh527U1a1mzdw3PVTyHmXHZ2MtYMGEBozJHDY4H31vqObj6HhI2/pn4zsOhm63O4cVPIp3d90nMhMnz4LTPQ/bI0JLyHi944kIv80LDLti6DLYuh5o3YdhkKJkFxTMgdxxkFGixKRERERHpkXOOf5bX88eySta8XUdnwDEsI4lbLjmZ2ZMLuu90aDe89GPYtPTdpnqvhxtHTeJNfxMLSxdy/WnXx9RNqu6o4B3kBe/m+s0s/tdith/aDkB6QjqXjLqEL5/yZfJT8yMcXR8KdOKaqmnc9zYHdu/AV/kqE+qeI4FOVgVOZW9cESkJXlIS4khKTCQxOZWk5FRyszMoysuB+OTQNkCjzg0dH69gUMvGi4iIiMh/7XB7Jy9treWPZRVs2tvETy6dzBXTinvu0NYIhypDr4pX8K3/Az8uHseT3nZmj5zNkrOXxHTRq4J3EBe8ZXvLuGn1TWQlZjF//HzOKjiLiTkTB+6D7MEAVLwC5StDizoF/aG24NHnal1LHb76CuKaa/ASeLdrm0ugLPWTNE9ZyIzpM8jPSIrghYiIiIiI9K7NF+BrD7/OyzvquHnOBBaeM/r4Om55GvfUN7g/I4070xNYMGEBi6YtitkZnT0VvH243KxEg+U7l/Ojsh8xJnsM93ziHvJS8iId0ofjHLQ3weG90LQXqv4FG5eG3nsTITENPHEEzYvfefE5wxc09vuS2eErZr9nGlmFY8gqHEtByQRGjR7LJ1M+xJ1aEREREZEISk7wct/VU7lp6QZ+8uw2/EHHN847jq0qT56L5U3k2sevpLGpnoe2PUpeci5fLV3Y90FHERW8McQ5x32b7uPl6pfp8HfQEeig8nAl04dN59cf/zVpCWmRDrF3vtbQndudL8LBnUeL3C4rFwfxsD9vJhVTbqQ86xzePNDOxuomdtY103WyQumITBZMK+aqUwtJ7ctthERERERE+lhCnIc7r5iCAb94fgczR+dyalHWB3fMG4d9dRXffuobNNSXced/7iInLpV5J3++r0OOGprSHCOcc9y+7nYe3vowpbml5CTnkOxNpiijiOtKryPBmxDpEN8v0BlayXh3Ga5yDW7Xy3gCHbRbEtXeIg5686j35LHLl8W2tkxqXA4VbhiHyHj3K3LTEjl1RCaTR2QyPj+dktxUSoakkpwwQKdri4iIiIj04HB7Jxf+6hVSE+N45oZZJMUf5795naOz7A5u2HQ3/05O4mdn/5SLRn+6b4PtZ5rSHMO6FrtfmPgFvnPmd6J6bn5jq4+6NQ9QsnYx8YHQNj97KOBF/3m8GDydhiFTyco4ejc6Lz2R0woz+XxhBiflpvLOquzxXg9DUhOi+lpFRERERE6UjKR4fjavlKsfWMsvX9jBzXMmHl9HM+Jn3cgvMwr4+r9/wKJ/fp+E+BTOLz6/bwOOArrDOwB1BDpYun0pjR2NAOw+vJsVlSuittht8wV4eUct/9i8n/WVh3CNe3gh8X/Z5op5xD5Nbc7p5OQXMWPUEM4dn0dBpp6xFRERERHpyaK/beKxdVX85boZTC3JOf6OztH80CUs9O1iW1ISd51/FzOHz+y7QPuRVmmOoYL3jjfu4P5N97+7rLgHD1edfBU3nXFT1BS7rT4/q7bV8ezmGlZtq6XVFyAnNYGZo4fw7YO3UNS4jsYvrSFn+JioiVlEREREZCBo7vBz0a9fob0zwFVnlfC5qSMozArdNAoGHfXNHXg9RnpSPAlxx2xFtH8zTfedw7WjJlLhOlhYupAF47/AQ//ax8jcVM6fMPT4p0pHERW8MVLw7mrcxbzl85gzcg63zbot0uG8R3OHn5e21fKPTTWs2l5Le2eQ3LQELpw0jIsnFzBtZA5x25fD0qvhUz+Gj90Q6ZBFRERERAakt/Y18ZNnt1JWfhAzmFKUxeF2P3saWunwB989LzHOw9ljc1n8mUmMyE4JNS77Hxo2Psr/TZ3LiwdeI5EhNO69gGB7AalJAaaPzuCGWedy6vBhEbq6D08FbwwUvM45rn3+WrY1bGP5pcvJSfoQ0xf6SPWhVsrK61m5tZaXd9Th8wfJS09k9inDmDO5gDNLcvC+89BtexP8Zhqk5cFXV4NXj5CLiIiIiHwUexpa+cv6PawprycvLZGThqRQlJNCMOg40u7nYIuPpev3APCdC8dz1YwSvK11cOcU3MhzWOiZS1njA3iTat7zvebPZfm8xzkpa2gkLutDU8EbAwXvM7ueYdGaRfzwrB8yf/z8fvtz2zsDNLT4ONjso6qhlYr6ZnbVtfBG1SEqD7YCMCwjiYtOGcbFpQWcUZyNx9NlmvKh3bC7DN58DCrXwLUrYfgZ/Ra/iIiIiMhgVn2olZuf3MwrO+oYOzSNj40ewvz2vzJp66/4a+Ac9p31A047tYNWfyvJ3mQ27z/Abzf/lMy4Yl644lFS4lMifQkfSAXvAC9469vquXzZ5RSmFfKn2X/C6zlx8+rbOwPsOHCEbfuPsK3mCJUHWzjY4qOhpYOGZh8tvsD7+hRkJjGpMIOZY3KZNSaXMXkpmL8D/O3QUg97XoXKslCh2xT6jRLJ2TDrJpj5rRMWu4iIiIiIfDDnHE9v2Mdj66rYWN1Eh8/HjXFPcH3ccix9KPbpX0HuOGiogMZKbtm5nyfal3Jy1pk88pnfE+eJ7tmZKngHYMG7qmoVf6/4O1sObmHPkT14zMMjFz/CpCGTPtL3BoKOhhYfZeX1rNhcg+ft5ygJ7AYg3mvkpnjJjA+QEecnw9NObqCeTN9+Utv343GdALxvmSkXPLYFUnKhZCacNCv0M28ieDzvP09ERERERPqNPxDk7dpmGlp8zEiqwrPseqjd8p5zHMYPsmewLKuai0vm8tNzbo3qxWa1D+8AEnRB7t5wN/duvJf8lHxK80q5bOxlzCiYcVzFbntngI3VTaytOMjW/Udoau2ksc1HU1snTa2dHOnw45zjbM8mFiX+hZM9O6FrHdoOdCZAXDIkpEBGIRROgcwREN/DlkHmhfgkiE+BhLTQlOW88RDF/1GIiIiIiAxGcV4PEwsywu9yYeFq2LgUPF7IHgkZhdi/f8Nta+8l2RWyMvgqLTNaSEtIi2TY/xXd4Y0yrZ2t3PzPm3mx6kUuG3sZN5R+l1117Ww/cIR9jW3d9gk6R2NLJ7VH2jlwuIPyumay/Ac53/sfpifvJTneQ4LXQ1IcpFk76bSQ0VnPkOYduMwR2Hk3wynzQgkOYJ6jxyIiIiIiMjhVrKHx8evw+w6TdNNm0tKzIh1RjyIypdnMLgLuALzA/c65Jcd8buHP5wCtwBedc2/01tfMcoDHgRKgEpjvnDvUWxwDoeANBAOsrFrJPRvuobKpkjMzrqGi4nR21ra8e06cx/Acc8c0iQ5GsY9xSQcZm9hIibeBSYEtFLZuC5+QCZ740LEZJKZDYkaofcLFcMYXIS6xn65SREREREQGkkD7Eajdird4WqRD6VW/F7xm5gV2ABcA1cA6YIFzbkuXc+YANxAqeKcDdzjnpvfW18xuBxqcc0vM7HtAtnPuu73FEs0F7866Jm5d/TBbWp+mjRoSOnNIrjmbpLZiSgszmFUUz/ikJoo89aT7GzB/G3S2QfthqN8BDbuALn+H8amQPwnGXwTjZsPQiZpWLCIiIiIiMS0Sz/BOA8qdc7vCATwGzAW6Pg09F3jIharuV80sy8wKCN297anvXOC8cP8HgdVArwVvNNuwfSmvt/6OsR1+vtZ4iE+0VuFlAyQA9eHXOxLSQs/IxieFjvMnQel8yJsAOaNCz9gmZ6vAFRERERERoW8L3uHAni7vqwndxf2gc4Z/QN9851wNgHOuxsy63QnZzBYCCwGKi4v/y0voe5dO/ATFVX9nau5YbOIwSBsWKmjfkZAOWUWhYjYxPXKBioiIiIiIDDB9WfB2d5vx2PnTPZ1zPH175Zy7F7gXQlOaP0zf/uQZMoozr3wq0mGIiIiIiIjEnL7cFLUaKOryfgSw7zjP6a3vgfC0Z8I/a09gzCIiIiIiIhIj+rLgXQeMNbORZpYAXAEsO+acZcDVFnIW0BSertxb32XANeHja4Cn+/AaREREREREZIDqsynNzjm/mX0TWEFoa6EHnHNvmdnXwp//DniW0ArN5YS2JfpSb33DX70EWGpmXwGqgM/11TWIiIiIiIjIwNWn+/BGi2jelkhEREREREQ+mp62JerLKc0iIiIiIiIiEaOCV0RERERERGKSCl4RERERERGJSSp4RUREREREJCYNikWrzKwO2B3pOD5ALlAf6SBk0FMeSjRQHkq0UC5KNFAeSjQYCHl4knMu79jGQVHwDgRmtr67VcVE+pPyUKKB8lCihXJRooHyUKLBQM5DTWkWERERERGRmKSCV0RERERERGKSCt7ocW+kAxBBeSjRQXko0UK5KNFAeSjRYMDmoZ7hFRERERERkZikO7wiIiIiIiISk1TwioiIiIiISExSwRthZnaRmW03s3Iz+16k45HBw8wqzWyTmW0ws/Xhthwze8HM3g7/zI50nBJ7zOwBM6s1s81d2nrMPTNbFB4jt5vZhZGJWmJND3m42Mz2hsfFDWY2p8tnykM54cysyMxWmdlWM3vLzL4VbteYKP2mlzyMiTFRz/BGkJl5gR3ABUA1sA5Y4JzbEtHAZFAws0pgqnOuvkvb7UCDc25J+Bcw2c6570YqRolNZnYO0Aw85Jw7JdzWbe6Z2cnAo8A0oBBYCYxzzgUiFL7EiB7ycDHQ7Jz7+THnKg+lT5hZAVDgnHvDzNKB14HPAl9EY6L0k17ycD4xMCbqDm9kTQPKnXO7nHM+4DFgboRjksFtLvBg+PhBQoOdyAnlnHsFaDimuafcmws85pzrcM5VAOWExk6Rj6SHPOyJ8lD6hHOuxjn3Rvj4CLAVGI7GROlHveRhTwZUHqrgjazhwJ4u76vpPblETiQHPG9mr5vZwnBbvnOuBkKDHzA0YtHJYNNT7mmclP72TTPbGJ7y/M40UuWh9DkzKwGmAK+hMVEi5Jg8hBgYE1XwRpZ106Y55tJfZjrnTgdmA9eHp/eJRBuNk9KffguMBk4DaoBfhNuVh9KnzCwNeAK40Tl3uLdTu2lTLsoJ0U0exsSYqII3sqqBoi7vRwD7IhSLDDLOuX3hn7XAk4SmohwIP8fxzvMctZGLUAaZnnJP46T0G+fcAedcwDkXBO7j6BQ95aH0GTOLJ1Rk/Nk597dws8ZE6Vfd5WGsjIkqeCNrHTDWzEaaWQJwBbAswjHJIGBmqeFFCTCzVOBTwGZC+XdN+LRrgKcjE6EMQj3l3jLgCjNLNLORwFhgbQTik0HgnQIj7FJC4yIoD6WPmJkBfwC2Oud+2eUjjYnSb3rKw1gZE+MiHcBg5pzzm9k3gRWAF3jAOfdWhMOSwSEfeDI0vhEHPOKce87M1gFLzewrQBXwuQjGKDHKzB4FzgNyzawauAVYQje555x7y8yWAlsAP3B9tK4CKQNLD3l4npmdRmhqXiVwHSgPpU/NBK4CNpnZhnDbzWhMlP7VUx4uiIUxUdsSiYiIiIiISEzSlGYRERERERGJSSp4RUREREREJCap4BUREREREZGYpIJXREREREREYpIKXhEREREREYlJKnhFRESinJkNMbMN4dd+M9sbPm42s3siHZ+IiEi00rZEIiIiA4iZLQaanXM/j3QsIiIi0U53eEVERAYoMzvPzJ4JHy82swfN7HkzqzSzy8zsdjPbZGbPmVl8+LwzzOxlM3vdzFaYWUFkr0JERKTvqOAVERGJHaOBi4G5wMPAKufcZKANuDhc9N4FXO6cOwN4ALgtUsGKiIj0tbhIByAiIiInzD+cc51mtgnwAs+F2zcBJcB44BTgBTMjfE5NBOIUERHpFyp4RUREYkcHgHMuaGad7uhCHUFC/8834C3n3IxIBSgiItKfNKVZRERk8NgO5JnZDAAzizezSRGOSUREpM+o4BURERkknHM+4HLgZ2b2JrAB+FhEgxIREelD2pZIREREREREYpLu8IqIiIiIiEhMUsErIiIiIiIiMUkFr4iIiIiIiMQkFbwiIiIiIiISk1TwioiIiIiISExSwSsiIiIiIiIxSQWviIiIiIiIxKT/B5bx5+ce4BWrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fi = tsf.feature_importances_\n",
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "fi.plot(ax=ax)\n",
    "ax.set(xlabel=\"Time\", ylabel=\"Feature importance\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### More about feature importances\n",
    "\n",
    "The feature importances method is based on the example showcased in [this paper](https://arxiv.org/abs/1302.2277).\n",
    "\n",
    "In addition to the feature importances method [available in scikit-learn](https://scikit-learn.org/stable/auto_examples/ensemble/plot_forest_importances.html), our method collects the feature importances values from each estimator for their respective intervals, calculates the sum of feature importances values on each timepoint, and normalises the values first by the number of estimators and then by the number of intervals.\n",
    "\n",
    "As a result, the temporal importance curves can be plotted, as shown in the previous example.\n",
    "\n",
    "Please note that this method currently supports only one particular structure of the tsf, where RandomIntervalFeatureExtractor() is used in the pipeline, or simply the default TimeSeriesForestClassifier() setting. For instance, two possible approaches could be:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:14.117551Z",
     "iopub.status.busy": "2020-12-19T14:29:14.074947Z",
     "iopub.status.idle": "2020-12-19T14:29:16.989446Z",
     "shell.execute_reply": "2020-12-19T14:29:16.989855Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mloning/.conda/envs/sktime-dev/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:584: UserWarning: The handle <matplotlib.lines.Line2D object at 0x7f983c6cd250> has a label of '_slope' which cannot be automatically added to the legend.\n",
      "  ax.legend(handles, labels, loc=\"best\", title=title)\n",
      "/Users/mloning/.conda/envs/sktime-dev/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:584: UserWarning: The handle <matplotlib.lines.Line2D object at 0x7f983c5a6e50> has a label of '_slope' which cannot be automatically added to the legend.\n",
      "  ax.legend(handles, labels, loc=\"best\", title=title)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XPIvJagL0IkvvrH+HH/f9yIurXiSjOOP4MRarhedWPMfCxIXcFHUTc4fOZVKfSdT1qHt8TJugNvSp24dvd397zgrOQghxNapNWzer0sXed2US11Dg6EmPkyqeu9gx5/MAsOBsL2iaNlLTtM2apm3OyMg42xAhhBCiyiw9vBQfJx9aB9imwXptEBMYw+sdX2dDygY+2vQRADP2zmDOgTkMaTCEcks5b69/+/ibkul7prM1fSuvdXyN/3X43zlb6jzb5lksVgsfbvrwmn0jJ4S4tjg5OZGVlXXN/c5TSpGVlYWTk1Olj6lMVeGzrZM6/SdbmTFnP7mmjQXMwA9ne10pNRmYDHpxpsqcUwghhLgUZZYyViStoH9Ef4wGo63DqdGGRg4lPiee7/Z+R7GpmHkH59Gnbh/e7PwmDbwa8OmWT1l0eBF13esyYfsE+tTtw+D6g897zlC3UEa3Gs24reP4ds+3PNDsgWq6GyGEsI2wsDCSkpK4FifonJycCAur/KLbyiSuSUCdkx6HAccuYcwZNE27FxgE9FbX2scMQgghapwNKRsoNhdzfd3rbR1KrfD0dU9zMO8gcw/OpYlvE97p8g4GzcDdTe7mn8R/eHf9u3g7eePt6M1rHV6r1J7hB5o9wL7sfYzbMo4Gng3oXqd7NdyJEELYhr29PREREbYOo1aozFLhTUCUpmkRmqY5AHcC804bMw+4p6K6cAcgTymVcr6TaprWD3gRuFEpVXwJsQshhBBVasnhJbjZu9E+qL2tQ6kVjAYjH3b7kMdaPcaEXhNwtnMGwM5gx5ud36TAVEBCXgJvdX4LLyevSp1T0zTe7PwmjX0b8+KqF4nPib+CdyCEEKK2uGDiWlFAaQywCIgFflZK7dE07VFN0x6tGDYfSADigSnA6P+O1zRtFrAOiNY0LUnTtAcrXpoAuAOLNU3brmnapKq6KSGEEOJima1mlh1dRvc63bE32ts6nFrD3cGdR1s+ir+L/ynPR3lH8W6Xd/lf+//RObTzRZ3T2c6Z8T3H42R0Ysy/Yziaf/TCBwkhhLiqabVphW6bNm3U5s2bbR2GEEKIq9BvB37j9bWv82XvL+kW1s3W4Qhgd+ZuHl3yKAYMjO81XgpmCSHENUDTtC1KqTanP1+ZpcJCCCHEVa3EXMKX27+khX8LuoZ2tXU4okIzv2b8MOAHPBw9eGjRQ8xPmG/rkIQQQtiIJK5CCCGueT/G/kh6cTpPxTxVqQJCovrU9ajLzP4zae7fnBdXvcjOjJ22DkkIIYQNSOIqhBDimpZXlsc3u76hW1g32ga1tXU44iy8nLz4vNfnaGisSV5j63CEEELYgCSuQgghrmnf7PqGQlMhT8Y8aetQxHl4OHgQ7RPNlrQttg5FCCGEDUjiKoQQ4pqVWpTKD7E/MLjBYBp6N7R1OOICYgJi2Jm5E5PVZOtQhBBCVDNJXIUQQlyzfoz9EYuy8Firx2wdiqiEmMAYSswlxGbF2joUIYQQ1UwSVyGEENekMksZv8f/Tq/wXoS4hdg6HFEJ1wVeB8DWtK02jkQIIUR1k8RVCCHENemfxH/ILcvl9ujbbR2KqCQ/Zz/qetSVfa5CCHENsrN1AEIIIYQtzN4/m3oe9Wgf1N7WoVxQUZmZ79cfJi2/lJJyC0XlFtyd7Aj1cibY0wkneyNZReVkFZaRVVhOVlEZmYXl5JeYqOPjQpNgDxoHe9C9oT/ODkZb385liQmIYemRpViVFYMmn78LIcS1QhJXIYQQ15z92fvZkbGD59s8X+P7tsanFzBq5lYOpBfi7miHs4MRZwcjBaVmsovKzxjv7WKPr5sjvq4OhHk7k5BRyNLYNKwK2tbz5oeHOuBgV3sTvpjAGH6P/52DuQeJ8o6ydThCCCGqiSSuQgghrjmz98/G0ejIkMghtg7lvP7ccYwX5+zE2d7IzAfb0yXK75TXS8otpOSVUGa24uvmgLeLA/bGM5PSknILf2xP5uXfdvHO33v5vyHNqusWqtx1Afo+1y1pWyRxFUKIa4gkrkIIIa4pheWF/JXwF/3q9cPT0dPW4Zzi1y1JfL8ukcyK5b6lJitt6nozYXgMQZ5OZ4x3djBS39/tgud1djAyrF04CRmFTFl1iOZhXtx6XdiVuIUrLsw9jADnALambeXORnfaOhwhhBDVRBJXIYQQ1wyrsjJt9zRKzCXcEX2HrcM5xbYjObw0ZyeRAW60r++Dn5sjdX1duL1NnbPOol6KF/s1Ys+xfF75fRfRge40D6tZiXtlaJpGTGAMW9K3oJSq8Uu9hRBCVA1JXIUQQlwTdmTs4P0N77M7azfdw7rTzK/mLJctKDXxxE/bCPRwYvYjHfF0tr8i17EzGvhiWGtunLCGh2Zs4udHOlLX1/WKXOtKigmMYWHiQpILkwlzr50zx0IIIS6OJK5CCCGuaunF6YzbMo4/E/7E39mfd7u8y8D6A2vUTN2rf+wmOaeEn69g0vofXzdHpt3Xljsnr2P4lA3MfqQDYd4uV/SaVS0mIAaAtze8jbu9OzllOUR5RfF468dxsa9d9yKEEKJyam9ZQSGEEOI8yi3lfLPrGwb/PpiFiQt5oNkD/HnTnwxuMLhGtFFRSpFRUMa3aw7xx/ZjPHV9Q9rU86mWa0cHufP9g+0pKDUxfMoGUvNKq+W6VSXKO4qG3g3ZlbGL2OxYisqL+CH2B26Zdwtb07baOjwhhBBXgKaUsnUMldamTRu1efNmW4chhBCiBssozuDPhD/5ef/PJBcm0yOsB8+3fZ5wj3CbxqWUYl9qAYv2pLJsfwYH0wspLDMD0D7Chx8f7oDRUL2zwNuP5nLX1A0EeDjy+6jOeLpc2dneK2lL2hbGrh7LscJjDG4wGC9HLyzKgkEz0CWkC+2C22Fn0BeaKaU4nH8YbyfvGlegSwghrnWapm1RSrU543lJXIUQQtRmJquJuOw4tmdsZ92xdaxOXo1FWWgd0JqRLUbSJbSLrUNk+9FcnvppG4lZxWgaxIR70zzUk3q+LtTzc6VDfV+c7I02iW3joWxGTF1Ptyh/ptzTBkM1J89VqchUxMebP+bvhL/R0DAajJRbyimzlOHr5Evfen3JL89nY8pGMkoy8Hb0ZkrfKUT7RNs6dCGEEBUkcRVCCHFVKbOU8dmWz5gTN4dSi77UNcg1iIERAxkaOZR6nvVsG2CF4nIz/cevwmS2MqZXFH2aBOLv7mjrsE7x3dpEXp+3h+f6NmRMr6urN2qZpYxVSav4O+FvViStwN3BnfZB7WkZ0JJpu6dRZiljSp8pNPZtbOtQhRBCcJmJq6Zp/YDxgBGYqpR6/7TXtYrXBwDFwH1Kqa0Vr00DBgHpSqlmJx3jA8wG6gGJwO1KqZzzxSGJqxBCCIDEvESeW/Ec+3P2M6TBELqEdqGlf0uCXINqVNElgNfm7mbGusP8NLIDHer72jqcs1JK8dTs7czbcYwZD7Sja5S/rUO6Isot5dgb7I//N3I0/ygP/vMghaZCpvSZQlO/pjaOUAghxLkS1wtWp9A0zQh8CfQHmgDDNE1rctqw/kBUxddI4KuTXpsO9DvLqV8CliqlooClFY+FEEKI81qUuIjb/7qdtOI0vuz9JW93eZt+Ef0IdguucUnrmvhMZqw7zAOdI2ps0gp6b9T3bm5OwwB3npi1jcNZRbYO6YpwMDqc8t9IHY86fNvvWzwcPHjwnwf598i/NoxOCCHE+VSmrGI7IF4plaCUKgd+AoacNmYIMEPp1gNemqYFAyilVgLZZznvEOC7in9/Bwy9hPiFEEJcQzKKM/jf6v8R5R3FL4N/oVtYN1uHdE4FpSZe+HUn9f1ceaFfzd9D6eJgx1d3xaCA279eR3x6ga1DqhahbqFM7zeduh51eXLZk0zYNgGrsto6LCGEEKepTOIaChw96XFSxXMXO+Z0gUqpFICK7wGViEUIIcQ1bOquqZisJt7r8h5BrkG2Due83l+wj5S8Ej6+vaXNCi9drPr+bvw0sgMWK9zx9Xr2HMuzdUjVIsg1iBn9ZzA0cihf7/yax5Y+xrpj6yg1n2gTVFheyPqU9SxMXMjKpJVsSt3Ensw9JOQmkFKYQrGp2IZ3cH6F5YW2DkEIIS6bXSXGnG3d1ekbYysz5pJomjYSffkx4eG2bWUghBDCdlKLUvkl7heGRg61eWubC9mZlMuPG49wf6cIYsK9bR3ORWkU5MHPj3TgrqkbGDZ5PT8+3IFmoVd/yxhHoyNvdnqT5n7N+WDjB6xOXo2DwYHm/s3JLc0lIS8BdZ63No5GRyb2nki74HbVGPX5xefE8/GWj1l3bB3vd32f/hH9bR2SEEJcssokrklAnZMehwHHLmHM6dI0TQtWSqVULCtOP9sgpdRkYDLoxZkqEa8QQoir0Nc7vwbgkRaP2DiS87NaFa/N3YOvqyNP9amdFXrr+7vx86MduXniWt6dH8uPD3ewdUjVQtM0bo++nUH1B7ElbQvrU9azNW0rIW4h9IvoRwu/Fvi7+FNiLjnja8rOKby1/i3m3DgHB6NDtccelxPHwdyDGDQDRs3IumPr+PXAr7jau1Lfsz5jV48l0CWQmMCYao9NCCGqQmUS101AlKZpEUAycCcw/LQx84Axmqb9BLQH8v5bBnwe84B7gfcrvs+9mMCFEEJcO47mH+WPA39wW/RtBLsF2zqc8/ply1G2H83l09tb4uFkb+twLlmYtwv3dqrHR4v2czCjkAb+brYOqdq42LvQNawrXcO6VvqYAJcARi0Zxbe7v+WRltX34UqRqYgvtn3Bj7E/njIjbNSM3Bl9J6NajgLg7gV388SyJ/hhwA/U9ahLSmEKCxMX4uXoxcD6A48n28WmYibvnMzCxIW82+VdSXSFEDVGZdvhDADGobfDmaaUekfTtEcBlFKTKtrhTECvHlwM3K+U2lxx7CygB+AHpAGvK6W+0TTNF/gZCAeOALcppc5WxOk4aYcjhBDXprGrx7IocRELbl6Av0vNbdWSW1xOr09W0MDflZ8f6VjjqhxfrIyCMjq9v5R7Otbj1UGnNxQQp3t2+bOsSFrB70N+p457nQsfcJHMVjMbUjZQZinDqBnJK8/ji21fkFaUxh3Rd3BH9B0oFBZlwcfJhwCXE+VDjuYfZcT8EbjauxLqFsrG1I3HE91Al0AebP4gvk6+fLz5Y1KKUvBy9MJkNfFN32+kTZAQolpdVh/XmkISVyGEuLaUmkv5YtsXfL/3e+5tei/PtnnW1iGdlVKKuLRCxi+NY+HuVP56vCtNQjxsHVaVGPPjVlYdyGTDK71rTZEpW0krSuPGP24kJjCGib0nkl+ez+H8w4S4heDn7HdZ5zZbzby86mUWJi485fkGng14o9MbtApodcFzbE/fzsjFI/F18uXGyBsZXH8wR/KPMGnnJLalbwMgyjuKse3HEuoWyn0L76PQVMi0G6bR0LvhZcUvhBCVJYmrEEKIWmVnxk7+t+Z/HMo7xB3Rd/Bcm+dwsnOydVjEpxfw/brDlFv0v59lJgvrE7I4lqdXoB3TM5Lnbqj57W8qa31CFndOXs9Ht7bgtjZVP4t4tfl+7/d8uOlDvBy9yC3LBcDd3p0Pun1wUUuPT2axWnhl9SvMPzSfMa3G0C2sGxZlASDaOxp7Y+WXpBebinG2cz5lNYBSis1pm0kvTqdvvb7YG/TzHS04yn0L78NitTCj/4waXxRNCHF1kMRVCCFErbHk8BKeXfEs/s7+vNn5TTqFdLJ1SAAs2pPKM7O3Y1EK94r9qwYNWtXxomd0AD2iAwjytH1yXZWUUvT5bCWujnbMfayzrcOp8cxWM+9teA+zMlPPox6hbqFM2TWF/dn7ebz14zzU/KELLiHfkbGDpIIkgl2DCXINYsK2CfyZ8CdPxjzJQ80fqqY70SXkJXDPgnsIdQtlZv+ZF5UkCyHEpZDEVQghRK2QmJfInX/fSQPPBkzqMwl3B3dbh4TVqhi39ACfLz1AyzBPJt19HcGezrYOq9p8u+YQ//fnXv56vMs10RqnqpWYS3h97essOLSAHmE9eCLmCaK8z6w4nVmSycebP+bvhL/PeO2xVo/xaMtHqyPcMyw9vJSnlj/FQ80f4smYJ20SgxDi2iGJqxBCiBqv2FTMiPkjyCzJ5OdBP9eICsIWq+LZn7fzx/Zj3HpdGG8PbXbN7fXMKzHR/t0lDGoRwse3tbR1OLWSUorv937PhO0TKDGX0COsB8MaD8PB4EBuWS6J+YlM2zWNEksJDzR7gH71+pFWnEZKUQo+jj70rtvbpvG/vvZ1fj/wO9NumEaboDPeTwohRJWRxFUIIUSNppRi7Oqx/JXwF5Oun0SnUNsvD1ZKMfaP3fy44QjP3xDN6B4Nan2l4Ev15p97mbbmEK8PbsL9nSNsHU6tlVuay6z9s/gx9sfje2D/0y6oHWM7jKW+Z33bBHcexaZibvvzNsqt5cy5cQ4eDldH8TEhRM0jiasQQoga7cfYH3lv43uMbjmaUa1G2ToclFK8v3AfX69IYHSPBrzQr5GtQ7Ipk8XKmB+3smhPGu/d3Jxh7aRQz+UoNhWzIWUDzvbOeDt64+3kjb+zf43+YGRnxk7uWXAPTX2bMrbDWJr4SoskIUTVk8RVCCFEjfXnwT8Zu3os3cO6M77XeAyawabxKKWY8G88nyyO4+4OdXlzSNManVBUl3KzlUe+38zyuAw+vb0lN7UOs3VIopotOLSA9ze+T05pDkMjh/J468drdG9lIUTtI4mrEEKIs7JaFesSspi/K4VWdby4qXUodsYTiaPFqjBZrFdsX+c/if/w/MrnaRvYli+v/xJHo+MVuU5lWayKt/7ay/S1idzcOpSPb2uJwSBJ639KTRYemL6JDYey+X10J1qEedk6JFHNCsoLmLxzMjNjZ2KxWoj0jiQmIIZ2Qe24vu71Nv/gSQhRu0niKoQQ4hTF5WZmrj/MjxuOkJhVjL1Rw2RR1PN14fFeUQR6ODF/dwr/7EmloNTMnW3r8HC3+oR5u1TJ9ZVS/HP4H15a+RLN/JrxdZ+vcbGvmnNfqlKThSd/2saiPWk82CWCsQMaS9J6FnklJvp+tgIvZwfmPd4ZR7trq1iV0B3JP8L8Q/PZnr6d7RnbKTIV0SW0C+91eQ8vJy9bhyeEqKUkcRVCCHHcqgMZvPL7Lo5ml9C2njfD24fTv1kwK+MyGLfkAHtT8gFwcTDSs1EATnZG5m5PBuCm1qGMHdgYLxeHS7q2yWJiQeICvt/7Pfuy99HUtylT+k6ptrY3Vqtib0o+CZlFHMoo4lhuCeUWKyaLlQNphcSlF/C/gU14sIsUIDqff/el8cD0zTzeK5Jn+0bbOhxhYxarhV/jfuWDTR/g5+zHJ90/obl/c1uHJYSohSRxFUIIwZGsYsYtjeO3rcnU93Pl3Zub06G+7yljrFbFigMZmMxWujX0P75E+FhuCVNWJTBz/WFCvZyZem9bIgPcKn1tk8XEnANzmLJzCukl6TTwbMBdTe5iYMRAisoMpOaVklNcjslixWRReDrb0z7C57x7S61WRanZgouDXaXjeOqnbfyx/djxx/7ujjjZG7A3GHB2MDKmZyT9m9u+DU9t8OzPO/hjezJzH+ss/V0FAHsy9/DM8mdIL0nn856f0zWsq61DEkLUMpK4CiHENaik3ML6Q1ms2J/BirgMDmUWYWfQeLR7A8b0irykfaubE7N5dOYWysxWvhjWmq5R/qTll5KUU4JSCl83R3xdHfB0tsdg0LAqK/MOzmPSjkkkFyYT5dGCRs43UZBdn9jUAo5kF1Nutp71Wv8b2JiHup69NUhBqYkHpm/iaHYJi57uhqez/QVjXxGXwb3TNnJfp3rc2a4O9Xxdr7merFUpr9hEn89W4OPqwM+PdsTD6cL/G4irX15ZHvcvup+80jz+GPpHta2mEEJcHSRxFUKIa0ResYnftyWxdF86Gw5lU2624mRvoGN9X7o19Of6xoHU8bm8vaRJOcU8PGML+1LzMWoaZuuZf0vcHe3o2MCHMs/f2Jr7F97G+hSl9iErsx6gEeLpRJMQTxr4uxLs6USQpzO+bg7YGw3YGTQm/BvPP3tT+fb+dnRveGrV0rwSE/d9u5FdSXlYleKuDnV5c0iz88ZcarLQb9xKNE1j4VNdZV9mFVkam8aD323Gyd7AgObB3NGmDu0uMFMuLl+Z2cLqA5lEB7lf0r7zMrOFOVuSCfZyomd0QJXHtydzD8PnD+eWqFt4qvXLuDnYyX5xIUSlSOIqhBBXud3JeXy/7jBzdyRTarISFeBG94b+dI/2p209nyqfWSwqM/P1ioOYrYowbxdCvZ0xahpZRWVkFZYTl1bAkpQfKHOfT3lWF6xZg+gZHcjQ1qF0rO+Lt+v598gWlZm55au1HMstYe6YLkT4uQKQW1zOPdM2EpuSz4ThMaw7mMWMdYnMG9Pl+HJVpRQbDmXTKMj9+F7ccUviGLfkADMfbE+XKL8q/Vlc63Yl5TFr0xH+3H6MgjIzvRoFMP7OVrjLDOxFsVoVf+48xvglBwC4r3M9br0u7JSl8IVlZmZtOMLU1Qmk5ZdhZ9C4OSaUUT0iqefrQlJOCbEp+eSXmmng70pUoDtujnZnXOPjf/ZzNLsEgJf7N2Jkt/pV9mFDmdnCW3/tZVn6N+Q7LqX48Egae7diyj1tCPZ0Pj7OYlUk55QQ7mvbomxCiJpFElchhLgKLNufzt5j+UT4uRLh54rFqli0J5X5u1I4mFGEs72Roa1DuLtDPZqEeNg01l/ifuHNdW/SI6Qf/QKfolMD/wsmq6c7ml3MjRNW4+vmSL+mQew+lseOo7kUlVn46q4YejcOJK/ERO9PVhDm7cxvozpRZrYy9vdd/LYtGRcHI8PbhXN9k0DumbaRG5oG8cWw1lfojkVJuYUfNhzm/QX7qOfnytR72lCv4gMHcapys5UNh7KOL5PPLzUxeeUhYlPyaRzsgaOdge1Hc/FysadndAD5JSYyCstIyCiisMxMx/q+3NupLusTspm18QgmixVXBzsKysxnXCvA3RFnByN2Bo1Sk5Xk3BKaBHvwbN+G/L4tmb92pjCsXR3eHNIMe6MBi1VRWGrG1dF4Smusyvp40X4mLIunc5Q78Q7/h51mJPfA47g5OjP1nrY0D/Nk3cEs3vxrL7Ep+bzQL5rRPSIv+2cqhLg6SOIqhBC1XGpeKT0/Xk6JyXLK8wYN2kf40r95EENahuLpYvtZrpVJK3n838fpHNKZ8b3GY2+49JjWHszknm82ooCoADeahXpye8Vy1P/8tjWJZ37ewZO9o1i8N43Y1Hwe7d6A1LxS5u04hsWqcHO0Y+mz3Qn0cKqCOxTns/ZgJqN/2IpS8NVdMXRqIDPc/7FYFfN2JPPZ4gMcyS4+5bVwHxee7duQwS1C0DTYcjiHKasS2HE0D183B/zdHQn2dOb2NmG0Dvc+flxGQRnfrU0kt6ScxsEeNA72wNPZnoPphRxIL+RwVhHlZr3omVUpbmgaxI0tQ/Q96FbFJ4v38+Wyg4R4OlFuUWQXlfHf6n8PJzt8XB24o204D3WNwP4Ciezu5DyGfLmGmyp6IK87to6Ri0fSM3QQmzf3IrvITLsIX1bGZRDq5UxUoBvL92cwqkcDXrghWpaYCyEkcRVCiNrumdnb+WtXCn+O6YLZaiUhQ38z2iPaH183R1uHd1xheSE3/nEjPk4+zOg/o0p6s6YXlOLhZH/O5c5KKW7/eh2bEnPwcLJj/J2t6dlI37d3NLuY79cfJibcm37Ngi47FlE5h7OKePC7zaTkljDv8S408K98BeqarMxsYV9KAbuS8ygsM9O9oT+NgtzPm3AVl5vZlZTH9qO5zNmaRFxaIU1DPHi8VxQhXvoHKQZNo2GgOw52Fz/DWRX+2JbM/F0peoLs5oiHsz0FpWbySkwcSC9gTXwWjYLceeem5lxX1/us5zBZrAyZsIaMwjKWPN39+Idon2/9nCm7phDj347sQ7dzME3xWM9IHuyiJ8Kvzt3NjxuOMKJ9OM1CPVmfkMWWwzl0buDHOzc1u6RZXyFE7SWJqxBC1GJbj+Rw88S1PNazAc/f0MjW4ZzXh5s+ZObemfww4Idq7eOYkFHIxOUHebxXJHV9ZXlqTXAst4RBX6zGz82BPx7rfFFti660vBITOUXlhHk7H0+MSk0WdiblsS81Hyc7Ix7Odrg62nE4q5jdyXnsSs5jf2rBGcXIwryd6RkdgL+7Iy4ORpzsjaTmlXIwo7DiqwhLxTHRge480TuK/s2CalWxon/2pPL6vD2k5pdyS0wYT/SKOmNv6oR/D/DxP3FMuuu6Mz4k+iP+D95c9yYBLgG82/kTYoKaHn9NKcX7C/bx9coEQG9R1SjInVUHMhnQPIjxd7a+4EyvEOLqIYmrEELUUlar4qav1pKSW8Ky53rg6lhz3vyfbn/2fu746w5ujrqZ1zq+ZutwRA2wMi6De7/dyE2tQvnk9pY1YimoUoobJ6xhV3Ie9kaNur6uONsbiU3JP2uFbAAvF3uah3rSLNST5hVfjvYG/o1NZ/HeNNYezDplGb/RoFHXx4X6/m40CnKndbgXrep41ajVERersMzM+CVxfLfuMFar4paYMPo3D+JodjEH0gv5aeNR+jQN5MvhMWc9fkfGDp5e9jQZJRk092tO37p96VuvLyFuISil2HpE39Nb388VTdP4ZvUh3vprLzc0DeSLYTE2m40WQlQvSVyFEKKW+m//5ie3teSW68JsHc45WZWVexfcy+H8w/x50594OnraOiRRQ/xX0fndm5ozvH34Ka9ZrYolsWm0quNFQDXtP/6vhc+9Hevi7GBHQkYhhWVmWtbx4rpwb5qFemK2WskvMVNQaiLEy5kwb+cLJt0mi5XicgulJgveLg5XbaKVll/KV8sP8uPGI8eLS7k52tGqjhfj7myF33mS86ySLP6I/4NFiYuIzY7FoBm4I/oOxrQeg4fDmQXlvlubyOvz9tC9oT+f3N7yvOcWQlwdLitx1TStHzAeMAJTlVLvn/a6VvH6AKAYuE8ptfV8x2qa1gqYBDgBZmC0Umrj+eKQxFUIca0pNVno/tEygjyd+X1Upxq9tPD3A7/z2trXeLPTm9wUdZOtwxE1iNWquG/6JtbEZ3Jn2zo83achfm6OHMos4sU5O9l4KJuBLYLPOVNXlZRSDJ24lqzCMpY910OWoF6G9PxS4tMLqe/vRqCH40XPph8tOMqMPTP4Oe5nvB29ebbNswyqP+iM8/y08Qivzd2Du5Md79zUjH7NgqvyNoQQNcy5EtcL/rbWNM0IfAn0B5oAwzRNa3LasP5AVMXXSOCrShz7IfB/SqlWwGsVj4UQQpzkhw1HSMsv45X+jWp00ppalMrHmz+mlX8rhkQOsXU4ooYxGDQmDG/N3R3q8tOmo/T4aDkv/rqTfuNWEpuST0y4F4v3ppFXYrrisayOz2TH0VxG94iUpPUyBXg40SnSjyBPp0taAl7HvQ5jO4xl1sBZhLiF8MrqVxi1ZBRpRWmnjLuzXTh/PdGFYC8nHp25lWdmb8dksVbVbQghaonK/MZuB8QrpRKUUuXAT8Dp70qGADOUbj3gpWla8AWOVcB/a0I8gWOXeS9CCHFVKTVZmLTiIB3r+9K+vq+twzkni9XCy6texmQ18XaXtzFokgyIM3k42fPGjU1Z9FQ3OtT3Yfbmo3Rr6M+SZ7rz2uCmlJutLNiVcsXj+GJpPMGeTtxyXegVv5aonCa+TZg5YCavtH+FrelbuWneTfyV8BcnrwpsGOjO76M780SvSH7blsy01YdsGLEQwhYqU+EjFDh60uMkoH0lxoRe4NingEWapn2MnkB3OtvFNU0biT6LS3h4+NmGCCHEVWnWxiNkFJTxxbDWtg4FAJPFRGpxKsWmYqK8o44nqFN3TWVz2mbe7vw2dT3q2jhKUdNFBrgx9d62pOeX4u+uLy8NcHekvr8rv21N5s52Z/9bX2a28NvWZFJyS8gvNVNYZmZIqxC6RvlX+tobErLYmJjNG4Ob4Gh39tZKwjYMmoFhjYbRKaQT/1v9P15e9TLrj63njU5vYGfQ367aGw080zea2NQCxi05wKCWIYR6Ods4ciFEdalM4nq2tR+nb4w915jzHTsKeFopNUfTtNuBb4Drzxis1GRgMuh7XCsRrxBC1HqlJgtfLT9I+wgfOth4tnVh4kI+2vQRGcUZqIpf4fU86nFX47sI9wjnqx1f0T+iPzc2uNGmcYra5eRCTJqmcUtMGB8t2s/R7GLq+JzaZsViVTw9ezvzd6WiaeDuaIemafy2NYlXBjTmwS4RF1yqWm628uniOPzcHM+ZHAvbq+tRl+n9pjNp5yQm7ZhEfnk+H3X/CEfjiaJMb9zYlOs/WcEb8/Yw5Z4ztsEJIa5SlUlck4A6Jz0O48xlveca43CeY+8Fnqz49y/A1MqFLIQQtZ9Sirf+iuVoTjF3tKlDj2j/470kQS9Gkl5Qxrg7W9kuSKDYVMx7G97Dx8mHW6NuJcg1CIXi5/0/8/aGtwEIdQvl1Q6v1og2J6L2GtIqhI8W7ef3bck80Tvq+PNKKcb+vov5u1IZW5GkGgwaxeVmnv15B2//Hcv+1AJev7EpOUXlpOSVYrEqYup6HZ9VjU3J55mfdxCbks9bQ5vhZC+zrTWZ0WDksVaP4e3ozXsb3+OxpY/xec/PcbHXP9AI9XLmqeujeG/BPhbvTaNPk0AbRyyEqA6VSVw3AVGapkUAycCdwPDTxswDxmia9hP6UuA8pVSKpmkZ5zn2GNAdWA70Ag5c5r0IIUStMX1tItPWHMLN0Y7Fe9MI9nSiX7MgfFwccHW04+uVB2kX4UPHKppttSore7P2svzocvbn7D/+vLPRmWGNh9E64OzLkWfvn012aTbje46nVUCr48/fFHkTOzJ2MO/gPG5reBvuDu5VEqe4doV5u9Chvg+/bU3i8V6Rxz8IeX/hPn7adJQxPSN5uFv94+NdHOz4cngM45Ye4POlB/hlS9Ip53NztKN7Q3/CvJ35dk0iHs72TL2nDddLklNrDG88HDcHN15d8yqjloxiSt8pOBgdAHigSwS/bU3mjXl7yC0uJ72gjIyCMvo2CaRTpJ+NIxdCXAmVbYczABiH3tJmmlLqHU3THgVQSk2qaIczAeiH3g7nfqXU5nMdW/F8F/Q2OXZAKXo7nC3ni0Pa4QghrgYbErIYPnUDPaMDmDgihn/3pfPjxiOsT8g63hNR02DWwx0ua5lwenE6G1M3siFlA6uTV5NZkolBM1Dfs/7xPWNpRWnklOXQO7w3T8Y8SYRnxPHji0xF9JvTj6Z+TZl0/aTLu2khKuHnzUd54dedzBnViVKThW/XJLIkNo27OoTz1pBm55zVX74/nZ1JeQR5OhHs6US52cqS2HQW700js7CMAc2DeHtoc3xcHar5jkRVWHBoAS+sfIFbG97K6x1fP/78psRsbv96Hf+9lbUzaHg62/Pvsz3wdLG3UbRCiMt1WX1cawpJXIUQtV1qXimDvliFh5M9f4zpjIfTqW+uTBYrxWUWrErhfYlvsndm7OTt9W8Tmx0LgIeDBx2CO9CjTg+6hnbFy8nr+NhiUzEzY2cybfc0Ss2lPNj8QUa3HI3RYGTqrqmM3zqeHwf8SHP/5pd8z0JUVkGpiTZvL0HToNRkxcfVgXs61uWJXlGX1A7KalWkF5RdUo9RUbOM3zqeqbum8lrH17it4W3Hnz+UWYRBgwB3JxIyCxn8xWqGtw/n7aHyO0uI2koSVyGEqCZKKUpNVrKKykgvKCIhJ4X9GUkcyk1hT1oyeTlhzH34NqICq3Z5rcli4qsdX/HN7m8IcAlgeKPhtA9uT7R3NEbD+ff0ZZdm88nmT5h3cB7tgtrxaodXGTF/BK0DWjOh94QqjVOI8/lg4T42HspmeLtwBrYIlv2oAtDbbj229DE2pG5ger/ptPRvedZx//fnHqavTWTuY51pEeZVvUEKIaqEJK5CCFEJ+7P382vcrwAMazyM+p71L3CEXgH4pTk7WRGXQSmpWN02YHSNR7PLx2BXeNZjOod25sFmD9ImsE2VzASlFKbw+L+Psz9nP0Mjh/JC2xcuad/pH/F/8M76dzBbzZiVmdmDZtPEt8llxyeEEJcrryyPO/66A5PFxIwBMwh1O7MXb36pid6frCDY04nfR3fGeAkz9UII25LEVQghzsFitbAocRGz9s1ie8b2420XyixldAvrxojGI2gX1O74vlCAhNwE5h2cR1ZJHiv2Z5OWZ8LfP5U86wE0DIQ4NSPAKZgAl0CC3QJp6BdKlE8oHo4e/J3wNzNjZ5Jdms0N9W7gw24fHu+JeikySzK5b+F9ZJdk806Xd+gZ3vOyfh4Hcg7w0qqXiPaO5t2u717WuYQQoirF5cRx/8L7cbV35ZsbvqGOe50zxszdnsyTP23nraHNuLuD9JYWoraRxFUIIU7zX8L61Y6vSMxPpK5HXW5reBtDI4diURZm75vNT/t/Irs0Gw8HD7qGdaWZbzOWHFnClrQtGDUjyuKCRZlxsLMS7hHG0MihDGowCD/n81e1LDWXMnXXVL7e+TVPxjzJQ80fuqR7yCvL4/5F95NUkMTkPpNPqfx7uZRSsi9QCFHjxGbF8vDih3EyOjHthmmEe4RjsppIyE3Axd6FUNdQ7vpmI7uT81j+fE8pyiVELSOJqxBCVMgry2P+ofnM3jebg3kHifSKZHSr0fQO733GzGepuZRVyatYfnQ5K5NWkluWS5BLKGHGXuzeH0VRiTOT7rqObg39LzoOpRQvrnyRRYcXMaXPFNoFt7uoY9OK03h2+bPEZsfyZe8v6RjS8aJjEEKI2mh/9n4e+uch7Ax2BLsGsz97P+XWcgB8nXyJ9GzGyu3+3B59E2/f1MLG0QohLoYkrkKIa15yYTJfbPuCJYeXUGYpo5FPIx5s/iB96/at1FLdpNxCnpnzLxsPaGiagS6Rfjx/Q/RlFQApNhUz7O9h5Jbl8vOgnwl0PXePycySTH7e/zMbUzdyIOcA+eX5GDUjn/b4lF7hvS45BiGEqI3icuJ4bc1ruNi70MSnCY19G1NYXsiOjB1sTd9KcmEyluJ6fNH3XXo3kCrDQtQWkrgKIa5pOaU53DX/LjJLMhncYDA3R918UUWHcorKue3rdaTmlfJw1/rc2iaMUC/nKoktITeBO/++k0CXQFr4t8DHyQdvJ2+8Hb3xdfbFyejE/EPz+fPgn5isJpr7N6ehd0MivSJpE9iGaJ/oKolDCCGuFkopfor9jXfXf4BmMDG69SP0Cu9FA88GF6yyLoSwLUlchRDXrDJLGQ//8zB7MvfwzQ3fXPQ+0KIyM8OnbiA2JZ8ZD7SjQ33fKo9xxdEVfLXjK7JKs8gpzaHMUnbK645GR4Y0GMLdTe6mnme9Kr++EEJcjb5atY3x2z/A3mMPAM52zjT3a87YDmMrVTVeCFH9JHEVQlyTrMrKSytfYkHiAt7r8iF1HTvRONgdO+OZS4OVUhSVW8gpKqfUZNGfA976ay9rD2Yx6a7r6NPk3Et5q4pSihJzCdml2eSU5pBXnkdT36Z4O3lf8WsLIcTVxGyxMuiL1eSZj/HEAEcSC/bxV8JfhLuHM3PATJl9FaIGOlfiane2wUIIcTVQSvHZls9YkLiAMa2eZPZyH1YdWI27kx2dG/jRNsKHjIIy4tIKiEsrIL2gjHKz9azn+vi2ltWStAJomoaLvQsu9i6EuYdVyzWFEOJqZGc08NbQZtw1tYgv5jow+Z7RtPRvyYurXuSn/T8xovEIW4d4iviceJztnQl2Db6sNmlCXI1kxlUIcVWyKivvbniX2ftnc3vDO0hN6M/fu1IZ0zOSzMIyVsRlkJJXir1Ro4G/G1GB7oR4OeHj4oC3qwPO9kb+6wQT6uVM63CZ7RRCiNpqd3IeI2dsJquonA9uac6irHfYkraFuUPmEuwWbOvwMFlMvLfxPX6J+wUAB4MD4R7hBLoE6jUPnLzpFtaNDsEdbBypEFeeLBUWQlwzTFYTr655lb8T/ub+pveTfbQPMzcc4ZUBjRjZrQGgz8amF5Th4+qA/VmWDQshhLi6ZBaWMfqHrWw8lM1bt4TwRdwjtA1qy4ReE2zaszq7NJunlz3N1vSt3NPkHup71udw/mES8xPJKM4gpyyHrJIsrMrKH0P/oI57HZvFKkR1kMRVCHFVKjIVsTl1M9vSt5FXnkexqZjE/ET2Zu3lidZPkpncma9XJPBIt/q8PKCxrcMVQghhQyaLlUGfr8aiFHf1TeSTLR/zcfePuaHeDTaJZ1PqJv63+n9klWbxf53+j4H1B551XGpRKjf+cSMdgjvwea/PqzlKIaqX7HEVQtR6SimSCpPYm7WXvVl72Z6+nZ0ZOzErM/YGezwdPXGxc8HV3pWX277Gss0RLN6bwPD24bzUv5GtwxdCCGFj9kYDY3pF8visbfhYetPY528+3fwpPer0wNHoWG1xHM4/zKebP+Xfo/8S4hrCd/2+o6lf03OOD3IN4pEWjzBu6zhWJa2ia1jXaotViJpCZlyFELWCyWriiX+fYHXyagDsDHZEe0fTIbgDHUM60iqg1fE3HYmZRTw8YzMJmUWMHdCY+zvXs+kyMCGEEDWHxaro+9kK7I0GXr/NnpFLRvJcm+e4t+m9VXaN+Jx4Ju6YSEF5AUopLMqCVVlR6P/em7kXB6MDDzV/iLub3I2TndMFz1luKeeWebegUPx24284GB2qLF4hahKZcRVC1FpKKd5a9xark1czuuVoutXpRpRX1Fn/aG9OzOahGfoHXDMeaEfnSL/qDlcIIUQNZjRojOkVydOzd5Cfex2dQzozeedkhkYOxdPR87LObbFamBk7k8+3fo6zvTP1PeujoWHQDBgNRgwY0DSN26JvY2SLkfg5V/5vlIPRgZfavcSjSx5lxt4ZPNT8ocuKVYjaRhJXIUSN983ub/g9/nceafEIo1qNOue4hbtTefKnbYR6OTP9/naE+7pUY5RCCCFqi8EtQhi/5ACfLz3AJyOe4va/bueb3d/wzHXPALDi6AoWH15Mu+B29KzTE3cH9wuec3/2ft7b+B5b0rbQq04vXuv4Gr7OvlUad+fQzvSq04tJOyZhb7BneOPh2Bvsq/QaQtRUslRYCFFtMksy2Zy6mR0ZO9iZsZO04jSUUigUdgY7glyDCHELIdg1GB8nH7wcvcgqyeKTLZ8wIGIA73d9/5xLfmesS+T1eXtoVceLb+5ti4+rLKESQghxbr9sPsrzv+5kwvDWrMv/koWHFjJjwAy+2/0dCxIX4Gh0pMxShr3BnvbB7QFIL04noziDELcQetTpQc86PSkyFTF111RWJa/Czd6Nl9q9xI0NbrxiW1QySzJ5fe3rrExaSaRXJGPbj6VN0BmrKoWotaSqsBDCZjJLMpm8czK/xP2C2WrG0ehIU9+mhHuEY9AMaGiUW8pJKUohpSiF1KJULMpy/PiYgBim9J1y1qXBSinGLz3AuCUHuL5xIF8Ma42zg7E6b08IIUR1UQryj4GTJzi6nfm61QIFqZCXBK5+4NvgnKcyWaz0G7eSgxlFdG1sZI9hLCZrOfYGe0a2GMkDzR4gNjuWhYcWsubYGpyMTgS6BOLr7MuB3APsytiFQn8f7e3ozYjGI7iz0Z2Xvdy4MpRSLDu6jA82fsCxomPc1/Q+nox5EjuDLKYUtd9lJa6apvUDxgNGYKpS6v3TXtcqXh8AFAP3KaW2XuhYTdMeB8YAZuBvpdQL54tDElchapdScymTdkzih9gfMFvNDI0ayq1Rt9LQp+F5lzZZlZWC8gJyy3IpLC+koXdD7I1njldK8c7fsUxdfYhbrwvj/ZubYyc9WYUQ4upjMcPeP2DNOEjdpT/n4KYnpwAWE1jKoTgb/vvg02AHPcdC56fAcPa/DfmlJr5bk8jU1Ycodl5KnZAkpgx6kwZe5054/5NZksnKpJVYlZWB9QfibOd82bd5sUrMJXyy+RNm759N26C2fNjtQ/yc/UjITWDR4UVYrBaGNBhCHQ/p/Spqj0tOXDVNMwJxQB8gCdgEDFNK7T1pzADgcfTEtT0wXinV/nzHaprWExgLDFRKlWmaFqCUSj9fLJK4ClF7JBUk8fTyp9mXvY9B9QcxuuXoy/7DabZYOZZbevzxxOXx/LTpKPd1qsdrg5pgMEjlYCGEuCpYTJB5ANJ264nq3j8g9wj4NYSYe8FqhsJ0KMrQxxsdwGgHLn7gGQoeYbBjFuz5DSK6w01fg0fwOS9XUGrig4X7mLn+CD+N7ECH+lW7N/VK+/Pgn7y57k3cHdzxcvLiQM4BNDQ0TcOqrLQPbs+tDW+ld3hv2RMrarzLSVw7Am8opW6oePwygFLqvZPGfA0sV0rNqni8H+gB1DvXsZqm/QxMVkotqexNSOIqRM1lVVYMmv6J9qqkVby06iUUive7vk+3sG6Xff6conJGTN3A3pT8U55/vFckz/RpKO1uhBCitlEKMvaBowe4B4FmgOQtesK5ew6U5OjjjA4Q1hY6PgYN+59z9vSs59/2PSx4ETQj1O0IoddBWBsI7wgOrqcMLzVZ6PbhMur5ujL7kQ7V83dFKTCXgf2F2+FcyP7s/by+9nXsDfb0i+hHn7p9UErxR/wf/HbgN44VHSPINYjhjYZzS8Nb8HDwqIIbEKLqXU7ieivQTyn1UMXju4H2SqkxJ435C3hfKbW64vFS4EX0xPWsx2qath2YC/QDSoHnlFKbznL9kcBIgPDw8OsOHz58kbcuhLiStqVv46NNH7Ercxd2mh32RntKzCVEe0fzWY/PqmR5Ul6JiRFT1xOXVsiL/Rrh5ax/Whzk6STtboQQorZa8CJsmKT/22Cn71stzgI7J2g0CBreAIHNwC8KzrJdpNIy4mDteEjaDBn7AQVGR4joCg37QXgH8I0Ee2e+X5fI23O38eNQL67zyAeDPdg5gr0zeITqX8ZL2Eeae1SfJfYIBTsHfUnz9h9hy7eQkwhdn4Wuz+mvAeQchnUTAA3C20OdDvpM8iWyWC2sSl7F93u/Z2PqRpztnLm/6f3c1+w+myxxFuJ8LqeP69k+bjo92z3XmPMdawd4Ax2AtsDPmqbVV6dl0kqpycBk0GdcKxGvEKIaHCs8xrit41hwaAEBLgE83PxhAExWEx4OHtzV5K4q+WNYUGrinmkb2Z9awOS729CzUcBln1MIIYSNbZyiJ62t74bQGD2xK0yDOu2h6VA9ia0q/g1hyJf6v0vzIWkTxC+BuIUw/7mKQRp412OE0ZFhTnHYLbSe/VwGO/CsAx4h4OKr77H1rANBLSC4Jbj567OopmK9SNS+v2D3b5Cy/cR13IP1BN1SpiekgU1hxQewbz70exf2L4BNU/WxBiNs/Fo/1DsCovvryXbdTheVzBsNRnrU6UGPOj3Yl72PyTsnM3HHROYcmMPT1z3NgIgBsnJJ1HiVSVyTgJOnTMKAY5Uc43CeY5OA3yoS1Y2aplkBPyCj0tELIapNsamY/Tn7WZ28mtXJq9mbtRdHoyOPtnyU+5vej4t91fRM3Xgom1d+30VJuQVHewNFZWayCsuZOCJGklYhhLgaxC/VZ1ujboDB4/XkrLo4eUBkb/2r33uQdRBSdkBmHKTHYrCY2OfdnS/2OHHPwJ50jPDWl/KWF0J+MmQfgpxD+v7ajP1weI2ehP7H0RNMRfrs6n9CWkOfN8HZB/KO6km6kyfE3K0nraAnrX89Bd8N1pdMtxoBPV4GtwB9n++R9XDwX9j0DayfqCe/988Hn/oX/SNo5NOIT3t8ypa0LXyw8QNeWvUSK5NW8l7X945v+RGiJqrMUmE79AJLvYFk9AJLw5VSe04aMxC9OvB/xZk+V0q1O9+xmqY9CoQopV7TNK0hsBQIP33G9WSyx1WIi2eymNiUuol/j/7Lkfwj9I/oz4D6A3A0Op51vFKKjJIM9mXvO/51IOcAh/MPo1AYNAMt/FrQNawrg+oPIsQtpMpiXbI3jcd+3EqwpxPX1fWhzGzBZLFyR9s69GoUWGXXEUIIYQMWEySugp/v1WcpH1wEju62juoMZouVvp+txGDQeLl/I1rW8cLP7ex/MwEoydULSKXu1Jf9OrjpCbKzt14Yyieichcuzoat30H0APCPPvuY8iI9gZ33OLgFwUOLL+tnaFVWvt75NRO3T+TO6Dt5pf0rMvMqbO5y2+EMAMaht7SZppR6pyLxRCk1qaIdzgT0/arFwP1Kqc3nOrbieQdgGtAKKEff4/rv+eKQxFWIyrEqK1vStvBH/B/8e+RfCk2FOBmd8Hfx52jBUXycfLg56ubjSadSiqSCJPZl72N/zn6yS7OPnyvMLYxon2iivaNp6NOQNoFtrkiPujlbknhhzk6ahXjw7f3t8HE9s2erEEKIWsZihl2/QOw8OLQKygvALRAeWgJe4baO7pyWxqbx6MwtmCz6++Q6Ps480DmCuzrUxb4mtF1LWA7f36wvG75jZuULVp2FUopPt3zK9D3TebTlozzW6rGqi1OIS3BZiWtNIYmrELpiUzFHC45ib7DH0c4RO82OlKIUEvMTSchNYPHhxSQVJuFq78r14ddzfd3r6RDcAUejIxtSN/DD3h9YkbTieON0AHuDPZFekTTyaUS0TzSNfBrR0Lsh7g5V/2m4UopZG4/y7750sovKyC4qJzGrmM6Rvnx9dxvcHKWBuhBC1GpKwYF/YPHrkBEL3vWgQS+o3xPq99BnJGu44nIzu5Pz2X40h6Wx6Ww4lE1kgBuvDmpC94b+tg4P1k+ChS9Ct+eh1/8u61RKKV5f+zq/x//OUzFP8UCzB2TmVdiMJK5C1HJ7svYwe99sdmXuIiEvAas6e+EIO82OmMAYhkYOpXd473PuPc0ry6PMUnb8sbejN/aXU7WxktILSnnh150s359BfT9Xgr2c8HF1pIG/K6N6NMDRrhr3OgkhhKh6GXHw9zP6smCf+nD9G9D4RqjFiZBSiiWx6bzz914Ss4qJDHCjdR0vWod7062hH2HeVVPn4SKDgnljYNtMuPNHaDTwsk5ntpp5ceWL/HP4H3rU6cGbnd7E28mbMksZvx/4nXkH5+Hh6EG4ezjh7uE082tGU7+m0hdWVDlJXIWoxZIKkrjz7zuxKist/VvS3K859b3qY7VaKbOUUW4pJ8g1iHqe9QhxC6mRf0QsVsXC3am8Onc3RWVmxg5szN0d6sonukIIUdMVZ+sVf8sKoCwfPMP1Sr2nM5fD6s9g1cdg7wI9x0Kb+y+vlU0NU2a2MGvDEVYeyGTbkRxyik24OBiZOCKGHtE2KCBoLoNv+kDuEXh0zWW1zAF9q9EPsT/w2ZbP8HL04paGt/Bb3G+kl6TT2KcxAEcKjlBkKgLAxc6FNkFtuDnyZnrX7X3ZtyMESOIqRK1VbCrm7gV3k1qUyk8Df6qSvqjV6VhuCbM3HeWXzUc5lldKk2APxt/ZiqjAmleQQwghRAWrFQ4u1duyxC3ijE6IvlHQaIDeBqYgBfKS9aJBmfuh6c3Q/wO9Iu5VTClFfHohT/y0nQNpBbx/SwtuvS6s+gPJjIevu+nVi++dVyVVmvdl7+PFlS+SkJfAdYHXMarlKNoFtUPTNJRSZJVmsTVtKxtSNrDm2BqSC5N5o+Mb3NLwliq4IXGtk8RViFpIKcWLK19k0eFFTOw9kc6hnW0d0kXZeyyfoRPXYLJY6RLpx51tw+nbNLBmFLYQQghxdhlx8OPtetsXV3+912pQc3D0AEc3vYLu/vlwaOWJti/2ruDbQN9r2fAG28ZfzQpKTTw6cwtr4rMY3aMB3Rv6E+TpRKCHE0721bT9ZfuP8Mco/eff7fkqOWWZpYz0ovQLfmBeZinjyWVPsiZ5jSSvokpI4ipEDWWxWjhccJhAl0Bc7V0BfalOQm4Ccw/OZfqe6TwV8xQPNn/QxpFevAemb2LL4RzmjelMXV9XW4cjhBDiQpSCGTfqyenAT6DRYLA7R5X3klzIPwYeweDkVav3sF6ucrOVF37dwR/bj53yfB0fZ6ID3WkY6I6nsz1WBValyC8xcTirmMPZxZSZLNzZrg7D29e99OKESsFvD8Pu32DAR3q14ctcNnwxyixlPLXsKVYnr2Zs+7HcEX2HbAUSl0wSVyFqoB0ZO3h3w7vszdoLgJ+zH8GuwSTmJVJgKgBgYP2BvNflvVr3B2DL4Rxu+WotL/SLZnSPSFuHI4QQojJi/4LZI2DAx9DuYVtHU6sopUjILOJYbgmpeaUk55YQn15IXFoBCRlFmK0n3nM72Bmo4+1MXV9XCsvMbDyUjYeTHfd2qsfw9uEEezpffACl+TDtBkjX31Pg0wDaPgQdR1fRHZ5fmaWMp5c9zarkVdTzqMewRsMYEjnk+IfyQlSWJK5C2NihvEOkFKYAoFAsTFzIH/F/EOAcwAPNH6DEXMLh/MOkFKYQ7hFOS/+WtPRvSV2P2lfASCnFsCnriU8vYuULPXBxkPY2QghR45nL4Mv2YOeoF/oxyu/uqmKyWDFZrGhoaBo4GA0YDCf+tm87ksOkFQdZtCcNTYMukX7c1qYOfZsEXtxyY6sV0vfoy7hj/4Qj62DYTxDd/wrc1ZlMVhMLDy3kx9gf2Z21G3d7dyb3nUwzv2bVcn1xdZDEVQgb2Zq2lW92f8PKpJWnPG9nsOPuJnfzSItHrrpPI1cfyOSubzbw+uAm3N85wtbhCCGEqIw142Hxa3DXbxApFWJt4XBWEXO2JDFnazLJuSW4OBjp2SiAAc2C8Xa1Z/WBTFYdyCS7qJzfRnci0MPp3Cczl8HU3nrhrFFrwCOk+m4E2JWxi2dWPIOrnSs/D/4ZB+M5lpwLcRpJXIW4wkxWE3Pj57IwcSEWqwWA/PJ84nLi8Hb0ZkTjEbQLboeG/glrkGsQQa5Btgz5ilBKMXTiWjLyS1n2fA/pyyqEEDVNWSGkx+pLSpUF3EPAyRN+uA3qdoIRP9s6wmue1apYl5DF37tSWLQ7layicgDsDBqtw73YmZRHr0YBfHXXdec/UeYBveJw6HVwz9wqqTh8MVYlrWL00tE82vJRHmv1WLVeW9Re50pcZQ2IEBeh2FTMnqw97MzYiUIR5hZGmHsYcTlxTN45meTCZBp4NsDbyRuFwsvRi5favcRNkTfhYm+D5uTVrKDUxJfLDrLjaC4f3NJcklYhhKhJMvbDrw9C2q6zv26wgxveqd6YxFkZDBqdI/3oHOnHW0OasSkxm6IyM+0ifHB3sufLZfF8tGg/S/amcX2TwHOfyC9KL9Y09zG9x26356rvJoCuYV0ZXH8wU3dO5frw64n2ia7W64uri8y4CnGScks5+eX5xx8XlheyK3MXOzJ2sDNjJ3E5cViU5azHNvVtyuhWo+ka2rXW7Um9XCXlFr5bl8ikFQfJLTYxuGUIn93eEjtpeyOEEDXD4XUw604w2kO7RyCwCQQ0AaOD3oc1/xi4+ukzrqLGKzdbGfTFKorKLPzzdDdcz1eNWCmY8yDs+R2GfAmthldfoEBuaS5D5g4hyDWIHwb8gJ1B5s3E+clSYSHO4fu937P48GKSC5PJKM5And5kHXCxc6G5X3Na+LegVUArWvi1wN5oT3JhMkkFSbjYu9A+qP01l7AC5BSVM2LqBvam5NMj2p9n+0TTPMzT1mEJIYT4z965MOdh8KoDd80B73q2jkhUgc2J2dw6aR0Pdong1UFNzj+4vAhmDYNDK2xSMXpR4iKeW/EckV6RtPBvQWOfxnQJ7UKYe1i1xiFqB0lchTiLdcfWMXLxSBr7NKahd0NC3UPxcfQ5noDaG+xp4tuESK9IjNW8L6Q2yCosY8TUDRzKLGLiiBh6Nz7PciUhhBDVb/0kWPgShLXVq8u6+to6IlGFXvl9Fz9tPEL/ZsE0CnKnUbAHPq4OGA0adgaNOt4ueLrY64NNpfDrA7D/b+j9OnR9ptriVErx474fWXF0BXuz95JXloeDwYHHWz/O3U3ulvdY4hSSuApxmhJzCTfPvRmDZmDOjXNwsjtPZT5xhszCMkZM2UBiVhHf3NuWLlF+tg5JCCHEf6xWWPI6rP0cGg2Cm6eAw9Vfa+Fak1di4vW5u9l6JJcj2cVnvB4V4Maip7qdaL1jMcEfo2DXL/p/F/3e12fiq5FSiqMFR/lk8yf8e/RfWvq35K3ObxHhKV0IhE4SVyFO8+mWT/l297d80/cb2gW3s3U4tcq6g1m8/NtOUvNLmXZvWzpFStIqhBA1hrkM/hgNu3+Ftg9B/w+rvZqsqH6FZWbi0gooKDVjsVrZcTSP8UsPMO2+NvRqdNKKKKsF1n4By98HzQA9XoIOo/T9z9VIKcX8Q/N5b+N7WKwW/r75b3ycfKo1BlEznStxlcop4poUmxXLjD0zuDnqZklaL0JWYRnP/ryDYVPWY1GK7x9sL0mrEELUJCW5MPMWPWm9/g19P6MkrdcEN0c7YsK96d7Qn16NAhnTK5JgTyemrjp06kCDEbo8BY9tgIiusPhV+KoT7JuvF3KqJpqmMbD+QKbfMJ0iUxEz986stmuL2kkSV3HNSStK47W1r+Hl6MUz11Xf/o7a7nBWEX0+W8nc7cmM7tGAf57qTtt68smoEELUGHnJ8G1/OLIebpoMXZ6Ga7BooNDZGw3c26keaw9msedY3pkDvOvq+57vnKUnrD8Ng+mDYNevsO9vOLAYsg5e8TgjvSPpU7cPs/bNOqWzgxCnk8RVXDNKzCV8tf0rBv8xmIO5B3m94+t4Okr128pQSvHSnF2YzFb+eqILL/RrhLODfIIvhBA1Rtpe+KYP5B6FEb9AyztsHZGoAYa1DcfFwci01YlnH6Bp0GgAjF6nz85n7NNb5/w0HH64Fb5sB+mxVzzOh1s8TKGpkFmxs674tUTtJYmruCasSlrF4N8HM3HHRLqEdmHu0Ln0DO9p67BqjdmbjrIuIYuXBjSiUZCHrcMRQghxsvJi+PF2fe/i/fOhgfx9EzpPF3tub1OHeTuSSc8vPfdAo73eIuepXTBqHTyyEu5fAPYusPStKx5nI59GdA/rzvex31NsOrPIlBAgiau4ypVbyvlw04eMXjoadwd3pvebzqc9PqWOe/VW0KvN0vJLeWd+LO0ifBjWNtzW4QghhDjdmnGQdxRu+xaCW9g6GlHD3N+5HmarYsa6wxce7OACgU0guCXU7QSdn9Tb5xxZf3lBlObB8g/g2LZzDnm4xcPkleXxS9wvl3ctcdWqVOKqaVo/TdP2a5oWr2naS2d5XdM07fOK13dqmhZzEcc+p2ma0jRNKryIy6KU4mDuQVYmrWRh4kJ+O/Abd82/i+/3fs+d0Xcya+Asrgu8ztZh1jqvzd1NudnK+zc3P1FOXwghRM2Qkwirx0GzW/VEQ4jT1PV1pU/jQL5ff5gDaQUXd3CHUeAWBItfv7TCTUrBnj9gQjtY/i7MGgZFmWcd2tK/Je2D2zN9z3QKyi8yTnFNsLvQAE3TjMCXQB8gCdikado8pdTek4b1B6IqvtoDXwHtL3Sspml1Kl47UnW3JK41W9O2Mv/QfFYlreJY0bFTXvN09GR8z/H0Cu9lo+hqt792HmPRnjRe7NeI+v5utg5HCCHE6f75n14lts+bto5E1GDP3xDNsCkbuPmrtUwcEUPXKP/KHejgCj1ehL+ehriFEN1f7xGcsg3snMA3Cuwc9LH5xyBxDaTvBasJLGZ9z2zCMghqoVe5/vNJvY/ssNlgOHP+bFTLUdy/8H4G/T6Ix1o9xs1RN2NnuGC6Iq4RF+zjqmlaR+ANpdQNFY9fBlBKvXfSmK+B5UqpWRWP9wM9gHrnO1bTtF+Bt4C5QBul1Nk/gqkgfVzF6XZm7GTE/BE4GZ3oENKBbmHdiPaOxsXOBRd7F3ycfHCyc7J1mLVSUk4x/cevor6/G3Me7YidUXYWCCFEjZKwHGYMgV6vQrfnbB2NqOGScop56LvNHEgv5I0bm3J3h7qVO9BigokdAA0iusG+v6AwTX/NYA9+UWAuhewE/TnNCEYHfd+sgxt0GgPtHgGjHWycAvOfg75vQ6fHz3q5PZl7+GjzR2xJ20KEZwRvdX6Llv4tL/8HIGqNc/VxrcxHGKHA0ZMeJ6HPql5oTOj5jtU07UYgWSm1QztPqXZN00YCIwHCw2V/nThBKcUnmz/B18mXP2/6E3cHd1uHdNUwW6w8+dN2UPDFna0laRVCiJrGXAYLXgLvetBxjK2jEbVAmLcLv47qxBOztvHqH7tZuDuF5/pG0zrc+/wHGu2h9+vw892QnwyR10PjwYAG6Xv0itYGO2j7ENTtDEHNz907uO1D+gcuS97Ql7aHnrmFq6lfU7694VuWH13OB5s+4OF/HmZcj3F0CpWl8Ne6yiSuZ8sqT5+mPdeYsz6vaZoLMBboe6GLK6UmA5NBn3G90Hhx7fj3yL9sTd/Kax1fk6S1io1feoAth3MYf2crwn1dbB2OEEKI0y35P8iIheE/g72sLBKV4+Zox5R72vDd2kS+XBbPTRPXcn3jAF7q34jIgPO8l2pyIzyyCnwj9QJOx912cQFoGgyZAJO6wi/3w6OrwOnM1oSaptEzvCfN/Zvz6OJHeezfx/iw24f0qdvn4q4nriqVmUZJAk4uwRoGHKvkmHM93wCIAHZompZY8fxWTdOCLiZ4ce0yWUx8uuVTGng24KbIm2wdzlVlTXwmE5bFc9t1YQxpFWrrcIQQQpwu7h9Y/yW0GwkNb7B1NKKWMRo0HugSwcoXevJc34ZsOJTNgPGrGbckjjKz5dwHBrc4LWm9RM7ecMs3kJek73k9z7ZFP2c/pvWbRjPfZjy34jkm7ZhESmHK5ccgaqXKJK6bgChN0yI0TXMA7gTmnTZmHnBPRXXhDkCeUirlXMcqpXYppQKUUvWUUvXQE9wYpVRqVd2YuLr9HPczRwqO8GybZ2XTfhVRSvH9+sPc/+0m6vu58saNTW0dkhBCiNMVpOrFbQKaQp8r319TXL1cHe0Y0yuKZc/1oF+zIMYtOcCgz1ezbF/6+RPYqhDeHnqNhT2/w5bp5x3q4eDB132+pltoN77c/iV95/RlxN8j+GnfT1iV9crGKWqUCxZnAtA0bQAwDjAC05RS72ia9iiAUmqSpm9SnQD0A4qB+5VSm8917FnOn4gUZxKVYLaa2ZW5iyf+fYJGPo2Y3Gcy59sjLSqnqMzMK7/vYu72Y/SI9uez21vh7epg67CEEMI2irPBatH36RmM4OihL3G0NYsZfrgFjmyAkcshoJGtIxJXkWX70hn7+y6O5ZXi4mCkUwM/ejcOYFCLYNyd7Kv+glYrzLwZjqyDh5fp/WMv4HD+YRYfXsw/if8Qmx1Lv3r9eKvzW1KI8ypzruJMlUpcawpJXK9dB3IO8NWOr1ifsp6C8gKc7Zz5vv/3RPtE2zq0WkEpxaI9aayIS2dg8xA6R/qiaRpWq+LPncf4dHEcR7OLeaZPQ0b3iJR+rUKIqme16oVdPEJPbYOhlP58ad6JJYOObuARplch/Y/FBEUZekKpHwjlRVCSC6W54Oiut9xw8rhwLBn79d6npbnQoBdE9taXL+6eA9tnQfJp7zU86+hjGvSGkFbg7KO3CamuZLYoC7Z+B5u+gfwkGDwerruveq4trimlJgtrD2aybF8Gy/ank5RTgouDkSGtQhjRvi7NQs/cj3pZCtPhq856AahGgyA0Rm+xk74Xjq6HYzv0itlNh55ymFKK6Xum89mWz2ju35zPe36Or7Nv1cYmbEYSV1FrWZWV2/+8nWNFx+hTtw+dQjrRIbgDno5V/MvzKpWQUcgbf+5lZVwGdgYNs1XRKMidIa1Cmbs9mX2pBTQKcuf1wU3p2EB+6QshroDyIph9NxxcqhdiCWsHQc0g8wAkbTrRWuNkmhG86uhJYkGKvkT2jNqQZ+Ebpc9EOrjr+/EcXMEtENyD9Wtvm6kvT7R3ATd/yEmsuJ4BlFVfgtvsZn2s1aK3+UjaBAkroLzgxHUM9vp5/SLBr+GpX+5Bl57UWi2QHgspOyBtD6TthqMb9DgiukOH0RDd79LOLcRFUEqxIymPHzccZt6OY5SarHx8W0tuvS6sai90ZAMs/T84th1MRSeed66oduwRphdxOsv/p5YcXsLLq17Gy8mLrqFdCXMPI8wtjM6hnXG1d63aOEW1kcRV1FoLDi3ghZUv8H7X9xlYf6Ctw6kVcorKWRWfyYr9Gfy54xiOdgae6duQO9rW4a+dKXyz6hD70wqI8HPlqeujGNwiRGZZhRBXRnE2/HAbHNsKnZ+C4iw9EcvYr7dyqdMOwtqCq3/FG1NNnwnNSYScw1CSDe4h4BmqJ4SGk5YsOriCs5eeZBbnwLFt+ldWvJ4sm4qgrBCsppOOcYN2D0PHx8HVF7IOQvxSKEyFJkP0WduzJZ0Wk57AZsVDSY5+XwUpevKdeeDUpNbRA9wC9LicvEBZoChTnzE2lejPO3vprzl76/92cNerBCdthrJ8/Tx2zhDQWP/5tLlf/7cQNpBXYuLR77ew/Wgu88Z0JirwCnRzsFogM07//5N/I70/7Kapet/XkcshpPVZD9uduZuPNn3EobxD5JTlABDiGsLbXd6mbVDbqo9TXHGSuIpayWQ1MfSPoTjaOfLr4F8xaNJP9Hw2J2bzyT9xrD+UhVLg6WzPgOZBPNMnGn93x+PjlFIcyiwi3MdFerSKa4NSeuJhLtX7X9o76UtLxZWjlJ4Uzh4B2Yfg1m8qej9WsJj05YHVEUdJjp5kFqZBcCtw8an6axSk6G+6M+Ig64CeqJbm6kuZDUY9MXf102d6S/P050tyTowpzQOf+nrRmjrtISQGfBucux+mENUsPb+U/uNX4efmyB+PdcbZoRr+2yzJhU+iodVwGPTZBYcXlBewK3MXb69/m6SCJO5tei9jWo/B0eh4wWNFzSGJq6iV5sTN4Y11b/B5z8/pGd7T1uHUWPtTC/ho0T6WxKYT4O7I8PbhdG/oT4swL4wykyquFeXFkH9M3wOYl6zvm8yKP/EJfnnhibGaAYKaQ93OENENIq+vniTqalaar892Jm+GpC3698I0fSZx2I/6z1kIUautjMvgnmkbubNtHd6/pUX1XPS3R2D/fHh2n77KohKKTcV8vPljfon7heZ+zZnYeyJeTl5XNk5RZSRxFbVOmaWMgb8NJNA1kJn9Z0r14NNYrYoVBzL4bm0iy/dn4O5kx6geDbi/U0T1fAoqhK3kHNarUGYe0JPS7EN6klqSfeZYzzr6cjPfKH3ppp0T2DnqBUGOrNOXfppL9b2KMffoBW/cQ/SlpRaTPjtmOG1VQnaCvhfL1V9fvuoRqp/zWmEq0fd7HlmnJ6YFqfrPP/MAx/eg+jSAsDYQep3eZ9S7ni0jFkJUoQ8X7mPi8oPc2DKENvW8aR7qSYiXM2arwmyx4u5kj09VdiZIXAPTB8DQr/SZ14uw5PASXlz5IuEe4UzuMxl/F/+qi0tcMZK4ilpFKcXUXVP5fNvnfNP3G9oFt7N1SDaXU1TO4r1pJOUUk5RTwtYjOSRmFePv7siI9uHc16keXi7SwkZc5bZ+r+93MpfqxXt8IvTllZ5hegLpEXoimfQI1ZcEn4+5DA4ug83T4MA/nFH8x9FDryIbEqM/jlsIGftOO4mmJ8fBrfQ9WOEdILjl2Zd4FqTCwX/h8BowlZ543tlLT7K96uj7vI5t14vzFKToVTbrdtb3OZpKIO8o5CWd9HUUygr0GWODvV6J12CvP7ZzgsCmEN5Rj8vV72J+2rryYr1A0LHtcGiFHr+pWL+Ge5D+gYB7sD6DHdpGj7eql+IKIWoMs8XK2N93s3RfGpmF5We8bm/UeKZPNCO71a+aVV9KwRfX6b9rHlh40YdvSNnA4/8+jp+zH1P6TiHULfTyYxJXlCSuolbIL8/nz4N/8vP+n0nIS6BzaGcmXT/J1mHZnNli5cYJa9ibko9Bg2BPZ+r7u3LrdWH0bxaMg53sUxUnyUuG1Z/qhWD+07DfRX9SXaOUF+sJ6/Yf9CWn/T4A30iwq8IPa3IOw57f9ITSaA8GO8g9DMlb9OquSkG9zhA9QE8ES3L0mcbcI5C6S0/sCo7p53L2hvo99Jne4oqiPFkJkL5Hf93FVy/MA4DSCxaV5p2Ixc5JTwTdAs9dddfBXU90PcP0Yj8WE1jNFd8rZozLi/Sk01Lx5tLR40TBIHvnE0WIrGZ97H9fmqYnpppBL1qkrPo4jzCI7q9/1etatT9/IUStopQiJa+UnUl5ZBWVYW8wYGfUWLw3jQW7U2lXz4dPbm9JHR+Xy7/Y6nGw5HV4bBP4N7zow3dk7GDUklE42zkzsfdEaadYw0niKmq0YlMxM/bO4Nvd31JsLqa5X3Nua3gb/SP6S1NpYPLKg7w7fx+f3t6SwS1DsJeCSuJszOWwfiKs+FCvYvrf8szyIn1WbsDHejXVqmK16stmizL0Gb/yAr2Ca1mBvp/UPQha3315xWWKMmH3b7Bpir4Utdvz0OOl6i9YYyrVkztHt/OPK0iFxNX6rOTBf/XHLr76smKPYD3pbtAbApuduQS5NF+fQQW9pcp/PUyV0n/OyVv1pNMzTJ9VdqpkSzBTKaRs1yv55qecKAZkLjkxRjPo1XYd3PSEFvT7tVrAI0SfdQ5upf9btm0IIc5DKcVvW5N5fd4erErRqo4XkQFuRAW40TTUk6YhHjjaXeTv8II0+KwJtH0Y+r9/SXHF5cQxaskoik3FfNrjUzqGdLyk84grTxJXUSMppfgj/g8mbJtAekk6fer24aHmD9HEt4mtQ6sxjmYX0+ezFXSJ9GfKPdfJXl9xpoI0vS/lpql6NdPogdDv3ROJq8UEP9+jF7e4cQLE3H1p11EKUnfqS2uPrNebw5fknP+Yup3h5sl6snU2Vque5JqK9a+iTL0SbfZBvdDPwWV6Eh7QFPq+qRdRqi2U0mcqpSqsEOIadDS7mInL44lNKSA+vZDCMjMADkYDTUI8GNA8iAc6R1S+u8Hvo2DHLBjyJbQecUkxpRalMnrpaA7lHuL1Tq8zpMEQeV9VA0niKmqkb3Z9w7it42jh14Ln2j5H64Cz9+i6VimluPfbTWxJzGbJs90J9nS2dUiiprCYYM8fsG2GPsOnrPrS0l6vQcO+Z443l8GsO/VEsP8H+syfR4i+dPRcf7RNJZAeqy81PbIe4pecWLLqG6nvmazTQZ/9c3DX28s4uunfHdxg52z4+zl92W3/D/R9oAqwlOmzh4mr4fBaKMs789qaQd+72mgQtLhd36cphBCiVlJKcSyvlF1JuWw7ksvGxGy2HcmleagnH9/WkuigM9uTKaUwWdSJ7VCmUv3vWMJyuOlraHnHJcVSUF7A08ufZkPKBnycfGgd0JrWAa0ZGjkUT8dKrmQRV5QkrqLGic2KZfj84fSs05NPun8in3idxdztyTz503b+78am3Nupnq3DETVBYQZs+x42TtH3U3pH6Ilds1vA/wJ7dsqL4cfbIXHViefsnE7sZdS0iu8V/y7OOrG30ckTGvSCyD4Q2VtfBlwZWQdhzoP67OnpfBpAvS56Qmvvorc5cPbWE1avurJ/UgghrmLzd6Xw6h+7KSg1c8t1oeSXmjmaXUxyTglF5WZKTfrfn86RvrwyoDFNQzxP/B07vAaGTtL//l3C+0eTxcRfCX+xOW0zW9O2klSYRFPfpky7YRou9lWwJ1dcFklcRY1SZinjjj/vIL88n99u/E16a51FudlKlw/+JdjLmd9GdZJ+rNei8iLISdSTvyPr4NAqSNulvxbRHTo+pieSp++VPB+LCZI260WFClL0GVSr5cSy1pO/XP30WdzAZnqCfDHXOZm5XE+WLaaK5NgIgU30GV8hhBDXrKzCMl6bt4fFe9MI9nQi3MeFMG8X3J3scLI3YrZYmbXxCLklJm6JCeOZPg0JcbHCzFvhyFr9b1OzW6D5bRDQ6JLj+PfIvzy9/Gm6hnZlXM9x2BnsqvAuxcWSxFXUKB9s/ICZsTOZdP0kOod2tnU4NdK8Hcd4YtY2vr2/LT2jA2wdzrXBVFpRHXar3ufzP47uUL87BLU8M3mzmPXKs5lxemLmEaonZPZOetKZnaBXk82u+Mo9rBfeaTQIGg3Qi/ZkxUPGfv179iHIOaR/L0w9cR07J6jTHiK66ntYA2UfuBBCiKuDUuqcK+/ySkxMXBbPt2sSsSrFwBbBPNg+mBa5S2DXr3qbLmXVVwV1fVavrXAJs7A/7fuJdza8wx3RdzC2/VhZCWhDkrgKmyi3lJNRkkFGcQYZJRmkF6eTVJDEzNiZDGs0jFfav2LrEGusW79aS2ZhGf8+2wPD1TDbmn1I75Np76L3efRvVL1Fa0ylkL5Xr0xbnHXiqyQbirMr2pXE65VUQV8uS8XPXVn0767++tJWi0k/tihDb6FiNV34+u4hJ/qNHtsGmftPXOe/5bjHx0XonyL71Kv4HqEXJ7pQT1IhhBDiKpWUU8y3axKZvekohWVm2kX48O5NzYl0LoIdP8K6iVCUrn/I2/cdqNP2oq/x6ZZP+Xb3twyuP5judbrTOqA1AS4yeVDdJHEVVabcUs7B3IPE58ZzMPcgx4qOUWIqodhcTLGpWP9uLqbIVERBecEZx9sZ7IgJiGFC7wk420mxobPZnZzHoC9W8+qgJjzYJcLW4ZydUnrCV5CifxVn6+1Qyov0JBH0TzzLCyF+qV7g52T2rlCnHTQerM8+ugdWTVyl+RC/WJ/dLEzXv7LiIWPfiaQU9ITR2UdvVeLiCy4++kxoaAyExJza9qMwAw4uhQOL4ehGcHDRk1gXX/CuC37R+rF2Dnq7kfxkvUKudz09WfWO0I85WeYBvcpvWYGexPs11AsenT5OCCGEEMcVlJr4ZXMSn/97gJJyC8/fEM0DnSMwWEph20xY/Zn+vqTLM9D9xYuql2BVVt7b8B5zD86lpKJlWGOfxnzS4xPquNe5UrckTiOJq7hsxwqP8dP+n/jtwG/kVVQBtTPYEewajJu9G852zrjYu+jf7VxwsXfB18mXAJcA/Jz9CHAJwN/FHy9HLwya9CE9nxd/3cm8HcdY/0pvPJ3tq/fihRmQukPv81iSoyee/7GY9IQwPVZfGmsqvvD5NINeebbxIIjur7c/Sd4CyZv1hDb7IKBBQGM9GTYV6wmmV7hebMi/kV6oxyMY3IMreldWJJSWMr19SmG6vrw29i+98q2lTH/dyRPcAvVzBbeEoBYQ0ATc/MHR89L3bAohhBDCptILSnnlt10siU2nXT0fXh3UhOZhnvoH2Atfgu0/6H/7+38EYW0v6m++yWpif/Z+tqRtYfLOydgZ7Piy95c082t2Be9I/EcSV3HJUotS+XDThyw9shQNjV7hvehbry9RXlGEe4Rjb6jmxOoql1tcTvt3l3LLdWG8e1Pz6rmoUnqFvk3fQOyf51/66h5SkVBG6zOK7hUJpauf3gLFwRXsT5tJP9eSYKX0JDh2nt4exc5RP1Yz6vtDM2Iv3Cf09NiaDoUmQ/U/VrK0VgghhLhqKaWYszWZt/7aS16JiesbB/DU9Q1pFuqpv5/580l9a4+zDzToqa/yajL0ovbAJuQlMHrJaLJKsviw24f0DO955W5IAJK4ikuglOKvhL94b8N7mJWZEY1HcEf0HQS5VrINhrgkk1ce5N35+1j4VFcaBXlU/QUsJtgyHdZNgLKK2VSrCUrz9BnKViP0pbuufuDkpffl/G+GXDPoyWV1UUrfR5p3VF+CW5CiL639j9FeX7Lr6q8nz/6NZBZVCCGEuMbkl5qYviaRqasSyC81M7pHA56/IRqtNBcOLNG3+8Qv1ffANugNN36h9yCvpMySTMYsHUNsdiwfdvuQG+rdcOVuRkjiKs6vyFTEumPr2J+z//hzsVmxrEhaQeuA1rzd+W3CPcJtGOG1odRkoc9nKwjxdGb2Ix2r9uTlxfrezyX/py/PDe+oL5v9T2gMNL1Z9lgKIYQQolbKKzHx7t+xzN58lIe6RDB2YOMT1YGtVtj8DSx+Te9f3v99aDms0rOvxaZiRi0Zxc7MnUzsPZGOIVX8Pk0cd1mJq6Zp/YDxgBGYqpR6/7TXtYrXBwDFwH1Kqa3nO1bTtI+AwUA5cBC4XymVe744JHGteiuTVjJz70w2pW3CfHLhGsDZzplRLUdxT5N7MFZn9ddr1NHsYkb9sIXdyflMu68NvRpVolhRYYa+xDdp06nFkU7+37I0X5+xLM7SH/tFQ583oeENl1QuXgghhBCiplJK8X9/7mX62kTu61SP1wc3ObW1TXYC/PGY3ge2w2NwwzuVfj+UV5bH/YvuJ7kgmWk3TKOpX9MrdBfXtktOXDVNMwJxQB8gCdgEDFNK7T1pzADgcfTEtT0wXinV/nzHaprWF/hXKWXWNO0DAKXUi+eLRRLXqnUo7xC3/Xkbfs5+9K3bl25h3WgV0EqaLtvAsn3pPDV7O0opPrujFb0bVyStJTkV/TzTKqr3pum9PQvS9F+8/7VUsXPWl8s6uOpfxpP2Hdu7gFcd8Kyj70tt2B+M8r+xEEIIIa5OSine+TuWqasP0a2hP4NbBNOzUQB+bhXbnaxWWPQybJgEre6ibMCnONg7VKp3a3pxOvcsuIdiUzFf9v6S5v7VVI/kGnKuxLUy717bAfFKqYSKE/0EDAH2njRmCDBD6Vnwek3TvDRNCwbqnetYpdQ/Jx2/Hrj14m9LXCqL1cKra17F0ejI9/2/x9/F39YhXR1KciB1l74302DUiwxphop/G/R+nM7epxwydVUC78zfS0ygPV8MCiFE2wtLJ8PBf/V+n5z24ZKLH7gH6YWRWt4J9bpCSKtTk1UhhBBCiGuUpmmMHdgYHzcHZqw9zPNxGWgaNAxwx9/dER9XB1zsh9PWvZBbts/k3y37meo6kpaNo+nVJJRW4V64OhjPmsgGuATwdZ+veWDhAwyfP5xB9QfxZMyTUgOmGlQmcQ0Fjp70OAl9VvVCY0IreSzAA8Dss11c07SRwEiA8HDZY1lVvt/7PTsydvBe1/ckaa0sixmyDuiJaepOMJfpxYucvfRluAeXQcp2UNZzn0MzQOh10KA3yiOEbRtX0CZlO7FOyTjllsLM/8YZ9dLtPV6GoGbgFqT3OXUNuKh+ZEIIIYQQ1yJN0xjdI5JR3Ruw51g+/+5LZ2dSLllF5STlFFNYZibWezgGF29uSvuC/qWbMG81kLrVh3+tUcxQA0lxa0qjIHf+b0hTwrxP1ACp61GXuUPn8s3ub5ixZwaLDy/m9ujbuTP6TqkJcwVVJnE925z56euLzzXmgsdqmjYWMAM/nO3iSqnJwGTQlwpfKFhxYQl5CXyx7Qt61unJwIiBtg6n5kvdBZu/hV2/QFm+/pyxom1LaR6gTiSa3V6AOu3A6KAnsMqiL0dRVjLyCik7uhW/1NU4rvgADUWUcibDPRqHZveBR6jec9Q9SJ9BdfK04U0LIYQQQtR+mqbRLNRTb5FzVp0h6SZI3YHKTsKYfIAbkv/lRvM6DmnN+OxQfwaMz+LDW1vSr1nw8aPcHNx4MuZJbm94O19s+4JZsbP4fu/3dA7pzD1N7qFTaKfqucFrSGUS1ySgzkmPw4BjlRzjcL5jNU27FxgE9Fa1qbxxLaSU4lD+ITanbmbWvlk42zvzWsfXKrWW/5phtcDW7/Ry6f/JS9JnUY2Oen/QBr0gqAX4NdT3iVqtejJrtNf3lp7Doj2pPD53G+XmjkBHvCjAUytiUPeOPHdDY/nfQQghhBDCVsKug7DrsAeCQW+9t+0HItZP5POSj9hmH8NTP9zFmvbt+d+gxjjanShaGuwWzLtd3+Wp655iTtwcfo37lUeWPMLA+gN5ud3LeDrKRERVqUxxJjv0Aku9gWT0AkvDlVJ7ThozEBjDieJMnyul2p3v2Ipqw58C3ZVSGZUJVoozVV5WSRYrk1ZyIPcAB3MPsi97H9ml2QD4O/vzWsfX6FGnh22DrEmStsDfz+hJqnfEiSTU3gWa3Qwt7gAXn0s69c+bjvLSbztpEebF030akl1URnp+GXV8XBjQPPjCJxBCCCGEENXPYobN36CWvoXFVMbn5TeyJvgevry7PUGeTmc9xGQxMXXXVCbvnIy3kzfPtHkGk8XEvux9HMw9SF2PunQO7Uz74Pa42p970uNadrntcAYA49Bb2kxTSr2jadqjAEqpSRXtcCYA/dDb4dyvlNp8rmMrno8HHIGKHh2sV0o9er44JHG9sPzyfKbvns7M2JmUmEtwMjoR4RlBlHcUrQNa0zaoLeHu4df2DF/6Ptj2PRRlgKlEnzFNWKEv073hHWh2yyW3iTmUWcTc7ck42RvxdLbnSHYxXy0/SNcoPybddR2ujlLNVwghhBCiVslPgUWvwJ7f2KIaMdb+Od6+qzdt6p17UmNv1l7Grh5LfG48oLeZjPCMIDEvkWJzMXYGO6K8oghzDyPMLYyYwBiZVKpwWYlrTSGJ65ksVguJ+YnEZseyJ3MPcw/OpaC8gBvq3cDDzR8m0ivy2u3BairRe5tazfpXziFYPwniF+tLfz2Cwc5J348a0Q26vwhOHpd0qZJyCxOXx/P1igTKLacWZxrcMoRPbmuJg52hKu5KCCGEEELYwq5fsc4dQ67FkTGmJ7j5pju49bqwcw4vt5SzOXUzwW7BhLuHYzQYMVlMbM/Yzurk1cTlxJFUkERyYTImq4nHWz/OyBYjq/GGaiZJXK8yqUWp/LTvJ+YcmENuWS4ADgYHOoV04rHWj9HIp5FtA6wK5cV6r9KcRP3LXKrvLw1uoRcw+o9SkHsYEldD4hrI2Ad5R/UZ1dO5BkC7kdDmAXD1Pe/lLVbF4awiwn1csDOePem0WBV/70rhw4X7SMop4abWobzcvxGujnbklZgoM1up5+tybc9wCyGEEEJcLdJjscwaATmH+NJ8I049X+DhXk0u672e2Wrm1TWv8lfCXzzc/GEeb/34Nf3e8XL6uIoaIrs0m/XH1rP0yFKWHlmKQtGrTi96hvekkU8jIjwjsDfUsl6exdl6wlleBOYSPVlNj9X7l2bEnru1jLO3PmsKYCmHEn3/Li6+enIb1Aw8w8HNX59RNdiBo7teXMnO8YJhrY3P5K2/Y4lNycfd0Y729X3pHOlLA383Qryc8Hdz4p+9qXy1/CAJmUVEB7rz08gOdKh/IhmWZcFCCCGEEFeZgMYYH1mO5a9neWL3zxxdsYbZx57n9hEjMRguLdm0M9jxTpd3cDQ6MmXXFErMJbzQ9oVrOnk9G5lxrQW2pG3hg40fEJsdC4CnoydDGwxlWONhhLqF2ji6S1BWCPv+gt1z4OC/+jLek7n4QUhr/SugkV4sySdCbzmTthtSdkBmnF4FGPT9qAFNIaIr+De65P2pJeUWth3NYdrqRJbEphHq5cz9netxMKOINfGZHMkuPuOYJsEejOkVSb+mQZf8y0oIIYQQQtQ+1oMryPrlCfxLE0mxq4NXaBTO/vWgTnu9sOdFvidVSvHhpg+ZGTuT0a1GM6rlqCsTeA0nS4VrqdzSXG6edzMORgdujrqZjsEdaeLbpHbuW805DBsnw9bvoSwPPOvoFXsbDQJXf32/qb0TOHldcvJ5IeVmKzPWJfLV8oMYDBohXs6EeDqRll/KruQ8TBaFm6Mdo3s24IHOETjZn/g5p+SVcDS7hJS8ElLzSmkY5E6Phv7yaZgQQgghxDVKmcvY+POHFOxfQRCZNLDPwtmcD12egd6vXVLy+r81/2PewXm82+VdBjcYfMFjthzO5s8dKTQIcCMm3IvoQPdzbnOrDSRxraWeX/E8S44sYdbAWbVr32pJLmyaCtmHoDhL3296bCugQZMh+j7T8A5XLEH9j1KKEpOF4nIL24/k8u78WBIyi+ga5UeolzPJuSUcyy3By8WBtvV8aBfhTZt6Png41bIl10IIIYQQwmbS8kv5cOF+ftt6hI9dZnCL9R9U56fQrn/jot/vmiwmHlnyCNvTtzO5z/+3d+fRVZd3Hsff3+RmI2SBhISQQEjYQWUTKMVSxFoRrdTWLrQuFJQ6R7ucdsbamXamc07rYMfO0HbUObYu2Gqp1KrYBagtHNEWG3DYEQhrNkhCLtmXuzzzx73FwJAQx9zcm/B5nZOT3N/6/Z18z3PyzfP8nucJrh7+f2o4AMq9Laz6/Tv8ZncVnjjDHwzVdamJ8UwdmcnMwiHMKBzC3OKs8zpjYp0K137o98d+zwOvP8BXZnyFu6+8O9rh9EwwAG8/C3/6bqhgTR8RWv80ZSjkz4RZKyCj69nXekN1Qxuv7q5i/c4KdlfU0znFi7NT+fbNk7l2Yk5EYxARERGRy8+usrN866VdfLr6R9zheY2m6SsZfM29kDkK4nveMVLfXs/tv7udujYvT9+whvFDx5zbd7y2mWf+fJzn/3qSOIOV88fwxfnF1DV38PZJLztOhL7eOdVIIOhYODGHp5bNisTjRoQK137mdPNpPrH+ExRlFPHMomfwxMX4RD/eE3BoQ2gY8Ok9MOqDcOMqyJsa0ds653ijtJZdZWc5WtNMaU0Te8LF6pQR6cwfP4z05ARSk+LJSk3i+sm5WpZGRERERCLGHwjy9BvHGPTHb/L5uI0AOIuDjJHY2Otg6lIomHXJntgnt5Xwn/u+DMB49/dcU3gl+ysb+OM7p/HEGUum5fO168czIjPlouc3t/t5fMsR/mtzKevuncusbtadjSUqXGOct83L8o3LOVp/FICgC5LiSWHdx9ZRmF4Y5egu0FAF5X+FM0dCy9VU7IDq/aF92RNgwTdgyiciPgzYFwjynfX7eO6tkwAMT09mTE4qMwuHcsvUEYzNGRzR+4uIiIiIdKXsTDMv//ZVTh/dRY6/ksmeKubbThJdOwwthgmLIX9GaFRiZuG5v52dczy6uZRHNh1iWnE7Fcmr6Qj4aDqxnIz40Xx+zihu/0AhuenJl4yhtSPA/H/fzJhhqaxdOTfSj9wrVLjGMOccX978Zd6seJM7J995buKleSPmMSN3RpSj66T5DGz9AZT8JLQEDYQmVcqZDOM+ChNuhKwx3V/jPQgGHS2+wLnPifFx53pLvc0d/N1zO9h2tI57PzyG+xeOZbCWnxERERGRGNPhD7L1cA2v7Kxk675jXOe2cfugbVwROIAnGP6bemgxvsWrOZ42gyffOMbakjJunZ7Pw5+8ilMt5azYtIJmXwuPLnyc6blXvaf7P/3mMf711f08f/ccPjg2OwJP2LtUuMawte+s5XtvfY8HZj3AHZPviHY4IcFAqEe1oRwaKqHmIGx/GnzNMPVzcPVyyB4HyekRuX1ZXQsr1pRw6HTTeduHpSWRn5lCdUMbtc0dPPzJK7l1emTfmRURERER6Q31LT5e3lnBC9vLOFRZx3grY1bCMe6O/y0Froo1/ut52L+U5ddewdc/Ov7c6hUVTRWs2LiC+vZ6HvvIY0zPmd7je7b5Alz7yBZGZKbwq3vnxvyKGCpcY9Rh72GW/nYps4bP4rHrHotuIjWegl2/gBN/gZPbQkvWnGMw8abQtN7DJkQ0jH2V9Sx7uoR2X4AvfngMieHpvJs7/FSebaXibCvtviD/dNMkpo8aEtFYREREREQioaaxne3H63jrWB3e+rPc2fwsM079El/aSBKXrIax1513/KnmU9y96W6qW6p59LpHmTW85xMu/XzbCb718l7WLJ/Nh8cP6+Un6V0qXGPQ0fqjfH3L16lrq+PFW14kOyWKXfelr8GvV4ZmAs4eD6PmhhZPHloUmhk4LQ88SRG5dSAYXrKm3c/u8nq++sudpCV7WLN8NuNz0yJyTxERERGRmHPiz7D+S3CmFK64DW54CNJyz+2uaanhnk33UN5UzuprV3NN/jU9umyHP8jCH2whKzWRl++bF9O9ripcY0Crv5UTDSfYcXoHrx55lX1n9uGJ8/DjhT/ucdL1uoAftjwUenc1ZzLc9jTkRH692NaOAJv2n+Ll/6lg6+Hac+tOAUzITeOZ5bPIy7j4DGkiIiIiIgOWrw3eXB36+9yTAvnTISkNktIhexx1I69m5a4fctB7kPkF87nnynuYljPtkpd9cUc520/U8c83TyElMXbXdVXh2ge8bV521+xmZ81O9tTsockXej/T4fC2ealqrjp37KShk7i5+GYWFy/um57W9iYI+kI/B/xQXgJHN8PhP4D3GMy4ExY9DImD3tNlfYEg1Y3ttHYEaPMFaGzzU1XfSoW3lcr6NnyBIADOQZs/QEOrj/pWH0eqm2juCDAiI5lFV+QxPCOJ1CQPg5M8LJyYQ1pyz9e5EhEREREZcGoPw5Z/g7Nl0N4IbfXQWAlA8+BhPFcwkZ8Fajnrb2b28NncMuYWFo5aSFpi/x6xqMI1wkpOlbB843IAPOZhwtAJDE1+d62ktMQ0ijKKGJ0xmglDJlCUURT5oJqqYd9LsOdXoeVrLuRJgdHzYPrtMOXWS16urrmDd6oa2F/VwIGqRg5UNVBa3URHuDi9UFZqIskJ7/43JykhjvTkBDJSEigYksLNV41gTtFQ4uJid6iCiIiIiEjMaDwFRzbDkT/CoY20dDSyLncUz6cNotLfTEJcAvNGzOOGohtYULCAwYn9b3lIFa4R1tDRwLqD65iWM40pWVNI9lx6XaVeFQzA3hfh+Btw9mToy3sMXDA0BHjSLZCSGT7YIHdy6B3WTu+tOuc4caaFraW1bD1Uw86ys+eG8AaCjvpW37ljh6UlMSkvnUl5aRRlpTIoyUOyJ47UJA/DM5LJz0w5r2gVEREREZFe1NECB16FnT/HHXudPdmFbJh4LRu9e6luqSYxLpEPFXyIZVOW9WgocaxQ4TpQBYNw4BXY/BDUHoJBWTBkNGSOguwJMHlJqEjthre5IzwtdzkHqhoAyM9MYU7xUFITQ2ujmkHBkJRwsZpO9uDITNQkIiIiIiLv0fE34ZX7wHuM4Mzl7Jr6cTae+gsbjm2gydfEo9c9ypy8OdGOskdUuA4kvlY4+ZfQMIFDG6H2YKhIXfgtmPSxUJXZSSDoKPe2sKu8nt1lZ9lbWU9rRwCAoIODpxrpCAS5qiCDW6fns2BCDqOzBsX0bGMiIiIiItJJRwv86buw7THwJMPUz1A37XOseHsVFU0V73kJnWhR4ToQBHzw5x/B64+ArwXiEmDkbJhxJ4Ept/HGUS/7Kuupb/FxtsVHdWMbJ+paKKtrwRcI/Z4TPXFMzksnc9C7kx8VZw/mtpkFTB6RHq0nExERERGR3nB6H2x7HHa/AIF2aicuYkViI1WttTz+kceZmTsz2hF2S4VrPxYIOupLt5G26Wsk1O6nbexNtF35eXz5H6DVUvjNnkqef+sk5d5WIFScDhmUQFZqEoVZgyjMSmV01iCuyM9gwvA0EuLjovxEIiIiIiISUc21UPJTeGM1tfHxfKGwGK85NnxyQ0xP2tRV4erp4cmLgB8C8cBPnXOrLthv4f2LgRZgmXPu7e7ONbOhwC+B0cBx4NPOOe//5+H6m3Z/gLrmDs40dXCmuYOWdj+tbe245hqS2mpIaa8hpb0Wd/YkVneUjNYyJnKcGjL5tu9r/GHv1bAXYNu5a84tzuLBGyeycGIOgxJ79GsVEREREZGBKjUbFjwIU5eS/bt/4Mkjr1GaO47B/aff8jyX7HE1s3jgEHA9UA6UAEudc/s7HbMY+BKhwnUO8EPn3JzuzjWz7wN1zrlVZvYgMMQ5943uYonlHtdybwvrtpdT5g0NzS2ra6Wlw0/QhXpMA86RGmxiNJWMpoqiuCqK7RSFdorh5iWLBuLs/N+F38VRE59LU2ohrcOu5J3iZfgSzl+XyTBmFw1hbE7/Xq9JREREREQixLnQDMQnt8Gih6IdTbfeT4/rbKDUOXc0fKG1wBJgf6djlgDPulAVvM3MMs0sj1BvalfnLgEWhM9fA2wBui1cY1lb2S5u2roCT3wcCfFGQnwcccmhyY0MxyB/Pan+dzuUgxZPa2oB/ozRBNPm0pCWS3x6Hm5wLm5wLsHUXFKzCshLenf23qv6/KlERERERKTfM4PJt4S++qmeFK75QFmnz+WEelUvdUz+Jc7Ndc5VATjnqsws52I3N7OVwEqAUaNG9SDc6CjKy4YpM4nvaibe5EzIGgvZ4yBrLHGZhaR6Evs0RhERERERkf6oJ4XrxSqxC8cXd3VMT87tlnPuCeAJCA0Vfi/n9qX4YePgMz+LdhgiIiIiIiIDTk+mly0HRnb6XABU9vCY7s49HR5OTPh7dc/DFhERERERkctFTwrXEmCcmRWZWSLwWWD9BcesB+60kA8A9eFhwN2dux64K/zzXcAr7/NZREREREREZAC65FBh55zfzO4HNhJa0uYp59w+M7s3vP+/gd8RmlG4lNByOF/o7tzwpVcBL5jZCuAk8KlefTIREREREREZEC65HE4sieXlcEREREREROT96Wo5nJ4MFRYRERERERGJGhWuIiIiIiIiEtNUuIqIiIiIiEhMU+EqIiIiIiIiMa1fTc5kZjXAiWjHcQnZQG20g5DLnvJQYoHyUGKFclFigfJQYkF/yMNC59ywCzf2q8K1PzCz7RebBUukLykPJRYoDyVWKBclFigPJRb05zzUUGERERERERGJaSpcRUREREREJKapcO19T0Q7ABGUhxIblIcSK5SLEguUhxIL+m0e6h1XERERERERiWnqcRUREREREZGYpsJVREREREREYpoK115iZovM7KCZlZrZg9GORy4fZnbczPaY2U4z2x7eNtTM/mBmh8Pfh0Q7Thl4zOwpM6s2s72dtnWZe2b2zXAbedDMbohO1DLQdJGH3zGzinC7uNPMFnfapzyUXmdmI81ss5kdMLN9ZvaV8Ha1idJnusnDAdEm6h3XXmBm8cAh4HqgHCgBljrn9kc1MLksmNlx4GrnXG2nbd8H6pxzq8L/SBninPtGtGKUgcnM5gNNwLPOuSvC2y6ae2Y2GfgFMBsYAbwGjHfOBaIUvgwQXeThd4Am59wjFxyrPJSIMLM8IM8597aZpQE7gI8Dy1CbKH2kmzz8NAOgTVSPa++YDZQ654465zqAtcCSKMckl7clwJrwz2sINVoivco59zpQd8HmrnJvCbDWOdfunDsGlBJqO0Xely7ysCvKQ4kI51yVc+7t8M+NwAEgH7WJ0oe6ycOu9Ks8VOHaO/KBsk6fy+k+SUR6kwM2mdkOM1sZ3pbrnKuCUCMG5EQtOrncdJV7aielr91vZrvDQ4n/NjxTeSgRZ2ajgenAW6hNlCi5IA9hALSJKlx7h11km8ZgS1+Z55ybAdwI3BceNicSa9ROSl96HBgDTAOqgB+EtysPJaLMbDDwIvBV51xDd4deZJtyUXrFRfJwQLSJKlx7RzkwstPnAqAySrHIZcY5Vxn+Xg28RGiIx+nwew5/e9+hOnoRymWmq9xTOyl9xjl32jkXcM4FgZ/w7tA35aFEjJklECoWnnPO/Tq8WW2i9KmL5eFAaRNVuPaOEmCcmRWZWSLwWWB9lGOSy4CZpYZfvsfMUoGPAnsJ5d9d4cPuAl6JToRyGeoq99YDnzWzJDMrAsYBf41CfHIZ+FuhEHYroXYRlIcSIWZmwJPAAefcf3TapTZR+kxXeThQ2kRPtAMYCJxzfjO7H9gIxANPOef2RTksuTzkAi+F2ik8wPPOuQ1mVgK8YGYrgJPAp6IYowxQZvYLYAGQbWblwL8Aq7hI7jnn9pnZC8B+wA/cF6uzFkr/0kUeLjCzaYSGvB0HvgjKQ4moecAdwB4z2xne9o+oTZS+1VUeLh0IbaKWwxEREREREZGYpqHCIiIiIiIiEtNUuIqIiIiIiEhMU+EqIiIiIiIiMU2Fq4iIiIiIiMQ0Fa4iIiIiIiIS01S4ioiIiIiISExT4SoiIiIiIiIx7X8BCHrMPP0+N5gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Method 1: Default time-series forest classifier\n",
    "tsf1 = TimeSeriesForestClassifier()\n",
    "tsf1.fit(X_train, y_train)\n",
    "fi1 = tsf1.feature_importances_\n",
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "fi1.plot(ax=ax)\n",
    "\n",
    "# Method 2: Pipeline\n",
    "features = [np.mean, np.std, _slope]\n",
    "steps = [\n",
    "    (\"transform\", RandomIntervalFeatureExtractor(features=features)),\n",
    "    (\"clf\", DecisionTreeClassifier()),\n",
    "]\n",
    "base_estimator = Pipeline(steps)\n",
    "tsf2 = TimeSeriesForestClassifier(estimator=base_estimator)\n",
    "tsf2.fit(X_train, y_train)\n",
    "fi2 = tsf2.feature_importances_\n",
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "fi2.plot(ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RISE\n",
    "\n",
    "Another popular variant of time series forest is the so-called Random Interval Spectral Ensemble (RISE), which makes use of several series-to-series feature extraction transformers, including:\n",
    "\n",
    "* Fitted auto-regressive coefficients,\n",
    "* Estimated autocorrelation coefficients,\n",
    "* Power spectrum coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:16.994099Z",
     "iopub.status.busy": "2020-12-19T14:29:16.993548Z",
     "iopub.status.idle": "2020-12-19T14:29:21.469752Z",
     "shell.execute_reply": "2020-12-19T14:29:21.470246Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8301886792452831"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.classification.interval_based import RandomIntervalSpectralForest\n",
    "\n",
    "rise = RandomIntervalSpectralForest(n_estimators=10)\n",
    "rise.fit(X_train, y_train)\n",
    "rise.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### K-nearest-neighbours classifier for time series\n",
    "For time series, the most popular k-nearest-neighbours algorithm is based on [dynamic time warping](https://en.wikipedia.org/wiki/Dynamic_time_warping) (dtw) distance measure.\n",
    "\n",
    "<img src=\"img/dtw.png\" width=500 />\n",
    "\n",
    "Here we look at the [BasicMotions data set](http://www.timeseriesclassification.com/description.php?Dataset=BasicMotions). The data was generated as part of a student project where four students performed four activities whilst wearing a smart watch. The watch collects 3D accelerometer and a 3D gyroscope It consists of four classes, which are walking, resting, running and badminton. Participants were required to record motion a total of five times, and the data is sampled once every tenth of a second, for a ten second period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:21.473973Z",
     "iopub.status.busy": "2020-12-19T14:29:21.473336Z",
     "iopub.status.idle": "2020-12-19T14:29:21.548344Z",
     "shell.execute_reply": "2020-12-19T14:29:21.548851Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60, 1) (60,) (20, 1) (20,)\n"
     ]
    }
   ],
   "source": [
    "from sktime.datasets import load_basic_motions\n",
    "\n",
    "X, y = load_basic_motions(return_X_y=True)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X.iloc[:, [0]], y)\n",
    "print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:21.552400Z",
     "iopub.status.busy": "2020-12-19T14:29:21.551826Z",
     "iopub.status.idle": "2020-12-19T14:29:21.553781Z",
     "shell.execute_reply": "2020-12-19T14:29:21.554276Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['badminton' 'running' 'standing' 'walking'] [14 16 14 16]\n"
     ]
    }
   ],
   "source": [
    "labels, counts = np.unique(y_train, return_counts=True)\n",
    "print(labels, counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:21.601227Z",
     "iopub.status.busy": "2020-12-19T14:29:21.600731Z",
     "iopub.status.idle": "2020-12-19T14:29:21.731805Z",
     "shell.execute_reply": "2020-12-19T14:29:21.732276Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Example time series'), Text(0.5, 0, 'Time')]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "for label in labels:\n",
    "    X_train.loc[y_train == label, \"dim_0\"].iloc[0].plot(ax=ax, label=label)\n",
    "plt.legend()\n",
    "ax.set(title=\"Example time series\", xlabel=\"Time\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:21.791420Z",
     "iopub.status.busy": "2020-12-19T14:29:21.790338Z",
     "iopub.status.idle": "2020-12-19T14:29:22.022827Z",
     "shell.execute_reply": "2020-12-19T14:29:22.023312Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for label in labels[:2]:\n",
    "    fig, ax = plt.subplots(1, figsize=plt.figaspect(0.25))\n",
    "    for instance in X_train.loc[y_train == label, \"dim_0\"]:\n",
    "        ax.plot(instance)\n",
    "    ax.set(title=f\"Instances of {label}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "knn = make_pipeline(\n",
    "    Tabularizer(),\n",
    "    KNeighborsClassifier(n_neighbors=1, metric=\"euclidean\"))\n",
    "knn.fit(X_train, y_train)\n",
    "knn.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:22.027136Z",
     "iopub.status.busy": "2020-12-19T14:29:22.026609Z",
     "iopub.status.idle": "2020-12-19T14:29:22.055423Z",
     "shell.execute_reply": "2020-12-19T14:29:22.055922Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.55"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.classification.distance_based import KNeighborsTimeSeriesClassifier\n",
    "\n",
    "knn = KNeighborsTimeSeriesClassifier(n_neighbors=1, metric=\"dtw\")\n",
    "knn.fit(X_train, y_train)\n",
    "knn.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other classifiers\n",
    "To find out what other algorithms we have implemented in sktime, you can use our utility function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-19T14:29:22.059282Z",
     "iopub.status.busy": "2020-12-19T14:29:22.058753Z",
     "iopub.status.idle": "2020-12-19T14:29:27.349363Z",
     "shell.execute_reply": "2020-12-19T14:29:27.349864Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('BOSSEnsemble', sktime.classification.dictionary_based._boss.BOSSEnsemble),\n",
       " ('ColumnEnsembleClassifier',\n",
       "  sktime.classification.compose._column_ensemble.ColumnEnsembleClassifier),\n",
       " ('ContractableBOSS',\n",
       "  sktime.classification.dictionary_based._cboss.ContractableBOSS),\n",
       " ('ElasticEnsemble',\n",
       "  sktime.classification.distance_based._elastic_ensemble.ElasticEnsemble),\n",
       " ('IndividualBOSS',\n",
       "  sktime.classification.dictionary_based._boss.IndividualBOSS),\n",
       " ('IndividualTDE', sktime.classification.dictionary_based._tde.IndividualTDE),\n",
       " ('KNeighborsTimeSeriesClassifier',\n",
       "  sktime.classification.distance_based._time_series_neighbors.KNeighborsTimeSeriesClassifier),\n",
       " ('MUSE', sktime.classification.dictionary_based._muse.MUSE),\n",
       " ('MrSEQLClassifier',\n",
       "  sktime.classification.shapelet_based.mrseql.mrseql.MrSEQLClassifier),\n",
       " ('ProximityForest',\n",
       "  sktime.classification.distance_based._proximity_forest.ProximityForest),\n",
       " ('ProximityStump',\n",
       "  sktime.classification.distance_based._proximity_forest.ProximityStump),\n",
       " ('ProximityTree',\n",
       "  sktime.classification.distance_based._proximity_forest.ProximityTree),\n",
       " ('RandomIntervalSpectralForest',\n",
       "  sktime.classification.frequency_based._rise.RandomIntervalSpectralForest),\n",
       " ('ShapeletTransformClassifier',\n",
       "  sktime.classification.shapelet_based._stc.ShapeletTransformClassifier),\n",
       " ('TemporalDictionaryEnsemble',\n",
       "  sktime.classification.dictionary_based._tde.TemporalDictionaryEnsemble),\n",
       " ('TimeSeriesForest',\n",
       "  sktime.classification.interval_based._tsf.TimeSeriesForest),\n",
       " ('TimeSeriesForestClassifier',\n",
       "  sktime.classification.compose._ensemble.TimeSeriesForestClassifier),\n",
       " ('WEASEL', sktime.classification.dictionary_based._weasel.WEASEL)]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sktime.utils import all_estimators\n",
    "\n",
    "all_estimators(estimator_types=\"classifier\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
